WEBVTT

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<00:00:16.655>Um, <00:00:16.855>so <00:00:17.055>let <00:00:17.255>me <00:00:17.455>start <00:00:17.655>by <00:00:17.855>introducing <00:00:18.055>myself.

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<00:00:19.495>Um, <00:00:19.728>so <00:00:19.961>my <00:00:20.195>name <00:00:20.428>is <00:00:20.661>Moham <00:00:20.895>Asar.

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<00:00:26.855>Um, <00:00:27.174>I'm <00:00:27.494>based <00:00:27.813>in <00:00:28.133>Berlin.

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<00:00:28.775>Um, <00:00:28.950>I <00:00:29.125>have <00:00:29.299>roughly <00:00:29.474>15 <00:00:29.650>years <00:00:29.825>of <00:00:30.000>experience, <00:00:30.174>uh,

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<00:00:32.275>in <00:00:32.610>the <00:00:32.947>automotive <00:00:33.283>domain.

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<00:00:45.935>And <00:00:46.090>then, <00:00:46.246>uh, <00:00:46.401>I <00:00:46.557>have <00:00:46.712>been, <00:00:46.868>uh, <00:00:47.023>director <00:00:47.179>inside <00:00:47.335>Microsoft

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<00:00:52.275>and <00:00:52.508>tools <00:00:52.741>team <00:00:52.975>who <00:00:53.208>is <00:00:53.441>responsible <00:00:53.675>on

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<00:00:55.375>the <00:00:55.530>software <00:00:55.686>platforms <00:00:55.841>in <00:00:55.997>the <00:00:56.152>embedded <00:00:56.308>or <00:00:56.463>in <00:00:56.619>the <00:00:56.775>automotive,

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<00:00:59.095>and <00:00:59.250>now <00:00:59.406>also <00:00:59.561>in <00:00:59.717>the <00:00:59.872>autonomous <00:01:00.028>drive, <00:01:00.183>in <00:01:00.339>the, <00:01:00.495>uh,

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<00:01:10.115>Um, <00:01:10.315>ULI, <00:01:10.515>would <00:01:10.714>you <00:01:10.914>like <00:01:11.115>to <00:01:11.315>introduce <00:01:11.515>yourself?

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<00:01:12.795>Uh, <00:01:13.028>sorry. <00:01:13.261>Yeah. <00:01:13.495>Then <00:01:13.728>I'm <00:01:13.961>introducing <00:01:14.195>myself.

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<00:01:17.755>Uh, <00:01:17.882>it's <00:01:18.009>a <00:01:18.136>great <00:01:18.264>pleasure <00:01:18.391>to <00:01:18.518>to <00:01:18.645>have <00:01:18.773>that <00:01:18.900>chance <00:01:19.027>to <00:01:19.155>talk

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<00:01:21.455>something, <00:01:21.640>what <00:01:21.827>we <00:01:22.012>are <00:01:22.199>doing <00:01:22.384>over <00:01:22.571>there.

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<00:01:23.315>Um, <00:01:23.490>I <00:01:23.664>did <00:01:23.840>a <00:01:24.015>PhD <00:01:24.190>in <00:01:24.365>solid <00:01:24.539>state <00:01:24.715>physics,

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<00:01:26.115>did <00:01:26.289>a <00:01:26.464>postdoc <00:01:26.640>later <00:01:26.815>on <00:01:26.990>at <00:01:27.164>the <00:01:27.339>Columbia <00:01:27.515>University,

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<00:01:35.914>did <00:01:36.148>a <00:01:36.381>lot <00:01:36.615>in <00:01:36.848>the <00:01:37.081>virtual <00:01:37.315>world.

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<00:01:43.664>moved <00:01:43.839>on <00:01:44.014>forward <00:01:44.190>then <00:01:44.365>to, <00:01:44.539>um, <00:01:44.714>um, <00:01:44.889>environment <00:01:45.065>creation

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<00:01:50.995>And, <00:01:51.195>uh, <00:01:51.395>now <00:01:51.595>I'm <00:01:51.795>responsible, <00:01:51.995>similar <00:01:52.195>to <00:01:52.395>Mohamed

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<00:01:53.895>as <00:01:54.070>a <00:01:54.245>technical <00:01:54.420>director <00:01:54.595>on <00:01:54.770>our <00:01:54.945>robotic <00:01:55.120>drive, <00:01:55.295>um,

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<00:01:56.685>development <00:01:56.885>platform, <00:01:57.085>uh, <00:01:57.285>for <00:01:57.485>all <00:01:57.685>functional, <00:01:57.885>uh, <00:01:58.085>validation

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<00:02:01.195>and <00:02:01.895>verification <00:02:02.595>activities.

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<00:02:03.525>Yeah. <00:02:03.700>So <00:02:03.875>with <00:02:04.050>that, <00:02:04.225>uh, <00:02:04.400>MOED, <00:02:04.575>let's <00:02:04.750>get <00:02:04.925>started.

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<00:02:06.055>I <00:02:06.230>guess <00:02:06.405>the <00:02:06.580>crowd <00:02:06.755>wants <00:02:06.930>to <00:02:07.105>see <00:02:07.280>some <00:02:07.455>content.

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<00:02:08.925>Yeah, <00:02:09.100>I <00:02:09.275>will <00:02:09.450>start <00:02:09.625>by <00:02:09.800>sharing <00:02:09.975>my <00:02:10.150>screen, <00:02:10.325>so

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<00:02:14.665>I <00:02:14.860>hope <00:02:15.055>now <00:02:15.251>you <00:02:15.446>can <00:02:15.642>see <00:02:15.837>the <00:02:16.033>slides.

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<00:02:20.265>Okay. <00:02:20.440>So <00:02:20.614>the <00:02:20.790>topic <00:02:20.964>for <00:02:21.140>today <00:02:21.315>is <00:02:21.489>Robotic <00:02:21.665>Drive,

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<00:02:24.695>which <00:02:24.975>is <00:02:25.255>our <00:02:25.535>autonomous <00:02:25.815>drive <00:02:26.095>platform,

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<00:02:27.265>or <00:02:27.545>our <00:02:27.825>pla <00:02:28.105>uh, <00:02:28.385>uh, <00:02:28.665>solution

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<00:02:29.965>or <00:02:30.245>platform <00:02:30.525>for <00:02:30.805>autonomous <00:02:31.085>drive <00:02:31.365>development.

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<00:02:33.265>Uh, <00:02:33.464>and <00:02:33.665>we'll <00:02:33.864>talk <00:02:34.065>about <00:02:34.265>the <00:02:34.464>mobility <00:02:34.665>revolution.

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<00:02:37.215>Um, <00:02:37.448>so <00:02:37.681>the <00:02:37.915>agenda <00:02:38.148>for <00:02:38.381>today <00:02:38.615>is

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<00:02:39.715>that <00:02:39.915>we <00:02:40.115>will <00:02:40.315>give <00:02:40.515>a <00:02:40.715>quick <00:02:40.915>company <00:02:41.115>overview,

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<00:02:42.735>and <00:02:42.890>then <00:02:43.046>we <00:02:43.201>will <00:02:43.357>talk <00:02:43.512>about <00:02:43.668>our <00:02:43.823>autonomous <00:02:43.979>drive, <00:02:44.135>uh,

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<00:02:46.755>offerings, <00:02:46.910>and <00:02:47.066>also <00:02:47.221>a <00:02:47.377>quick <00:02:47.532>overview <00:02:47.688>about <00:02:47.843>our <00:02:47.999>offering <00:02:48.155>in

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<00:02:50.315>different <00:02:50.548>areas <00:02:50.781>of <00:02:51.015>the <00:02:51.248>automotive, <00:02:51.481>uh, <00:02:51.715>domain.

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<00:02:54.775>And <00:02:55.055>then <00:02:55.335>we <00:02:55.615>will <00:02:55.895>give, <00:02:56.175>uh,

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<00:02:56.915>overview <00:02:57.114>about <00:02:57.315>our <00:02:57.515>robotic <00:02:57.715>drive <00:02:57.915>solution <00:02:58.114>or <00:02:58.315>platform.

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<00:03:00.795>Then <00:03:00.970>we'll <00:03:01.144>talk <00:03:01.320>about <00:03:01.494>the <00:03:01.670>functional <00:03:01.845>test <00:03:02.019>and <00:03:02.195>validation.

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<00:03:04.235>Then <00:03:04.390>how <00:03:04.546>at <00:03:04.701>the <00:03:04.857>end <00:03:05.012>you <00:03:05.168>will <00:03:05.323>create <00:03:05.479>the <00:03:05.635>safe

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<00:03:07.565>and <00:03:08.009>robust <00:03:08.453>vehicle <00:03:08.897>integration.

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<00:03:11.015>Uh, <00:03:11.214>and <00:03:11.415>please, <00:03:11.614>if <00:03:11.815>you <00:03:12.015>have <00:03:12.214>any <00:03:12.415>questions,

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<00:03:13.035>I <00:03:13.174>just <00:03:13.315>write <00:03:13.454>them <00:03:13.595>in <00:03:13.734>the <00:03:13.875>q <00:03:14.015>and <00:03:14.155>a, <00:03:14.295>um, <00:03:14.435>section,

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<00:03:16.495>and <00:03:16.622>we <00:03:16.749>will <00:03:16.876>answer <00:03:17.004>the <00:03:17.131>questions <00:03:17.258>at <00:03:17.385>the <00:03:17.513>end <00:03:17.640>of <00:03:17.767>the <00:03:17.895>session.

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<00:03:22.575>So <00:03:22.855>quickly <00:03:23.135>about <00:03:23.415>Loft <00:03:23.695>and <00:03:23.975>DXC.

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<00:03:26.295>So <00:03:26.450>d <00:03:26.606>if <00:03:26.761>you, <00:03:26.917>we <00:03:27.072>look <00:03:27.228>at <00:03:27.383>the <00:03:27.539>right, <00:03:27.695>so,

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<00:03:28.835>DXC <00:03:29.068>technology <00:03:29.301>company <00:03:29.535>is <00:03:29.768>roughly <00:03:30.001>140,000 <00:03:30.235>employee.

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<00:03:33.815>Um, <00:03:33.954>you <00:03:34.095>can <00:03:34.234>see <00:03:34.375>the <00:03:34.515>number, <00:03:34.655>it <00:03:34.795>exists <00:03:34.935>in <00:03:35.075>70 <00:03:35.215>countries.

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<00:03:37.655>It <00:03:37.855>has <00:03:38.055>acquired <00:03:38.255>loft <00:03:38.455>middle <00:03:38.655>of <00:03:38.855>last <00:03:39.055>year,

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<00:03:41.375>and <00:03:41.515>you <00:03:41.655>can <00:03:41.795>see <00:03:41.935>a <00:03:42.075>third <00:03:42.215>logo, <00:03:42.355>which <00:03:42.495>you <00:03:42.635>see <00:03:42.775>more.

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<00:03:44.265>This <00:03:44.420>is <00:03:44.576>a <00:03:44.731>company <00:03:44.887>which <00:03:45.042>was <00:03:45.198>acquired <00:03:45.353>early <00:03:45.509>this <00:03:45.665>year,

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<00:03:47.895>and <00:03:48.070>we, <00:03:48.245>and <00:03:48.420>the <00:03:48.595>three <00:03:48.770>provide, <00:03:48.945>uh, <00:03:49.120>big <00:03:49.295>automotive,

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<00:03:52.855>uh, <00:03:53.030>or <00:03:53.204>multiple, <00:03:53.380>uh, <00:03:53.554>solutions <00:03:53.730>in <00:03:53.905>the <00:03:54.079>automotive <00:03:54.255>domain.

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<00:03:57.295>So <00:03:57.450>that <00:03:57.606>in, <00:03:57.761>if <00:03:57.917>we <00:03:58.072>focus <00:03:58.228>on <00:03:58.383>the <00:03:58.539>automotive <00:03:58.695>area,

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<00:04:00.455>we <00:04:00.735>are <00:04:01.015>roughly <00:04:01.295>3000 <00:04:01.575>employee <00:04:01.855>worldwide

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<00:04:03.585>with <00:04:03.935>40 <00:04:04.285>plus <00:04:04.635>active <00:04:04.985>clients.

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<00:04:06.415>We <00:04:06.570>have <00:04:06.726>around <00:04:06.881>14 <00:04:07.037>years <00:04:07.192>of <00:04:07.348>experience <00:04:07.503>in <00:04:07.659>those <00:04:07.815>companies.

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<00:04:10.815>Uh, <00:04:11.015>and <00:04:11.215>we <00:04:11.415>have <00:04:11.615>36 <00:04:11.815>plus <00:04:12.015>delivery <00:04:12.215>office.

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<00:04:14.575>You <00:04:14.855>can <00:04:15.135>see <00:04:15.415>already <00:04:15.695>the <00:04:15.975>spread.

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<00:04:16.894>So <00:04:17.128>we <00:04:17.361>mainly <00:04:17.594>are <00:04:17.828>focusing <00:04:18.061>in <00:04:18.294>Europe,

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<00:04:19.415>but <00:04:19.570>we <00:04:19.726>also <00:04:19.881>have <00:04:20.037>good <00:04:20.192>coverage <00:04:20.348>in, <00:04:20.503>in, <00:04:20.659>uh, <00:04:20.815>US

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<00:04:23.255>and <00:04:23.822>in <00:04:24.389>Asia.

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<00:04:25.735>Uh, <00:04:25.935>and <00:04:26.135>we <00:04:26.335>have <00:04:26.535>also, <00:04:26.735>I <00:04:26.935>will <00:04:27.135>show,

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<00:04:27.895>we <00:04:28.157>will <00:04:28.420>show <00:04:28.683>also <00:04:28.946>our <00:04:29.209>client.

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<00:04:30.175>Um, <00:04:30.375>we <00:04:30.575>are, <00:04:30.775>uh, <00:04:30.975>mainly <00:04:31.175>a <00:04:31.375>service <00:04:31.575>company,

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<00:04:33.935>but <00:04:34.215>we <00:04:34.495>provide <00:04:34.775>solutions, <00:04:35.055>so <00:04:35.335>platforms

79
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<00:04:36.735>and <00:04:37.015>own <00:04:37.295>solutions <00:04:37.575>for <00:04:37.855>our <00:04:38.135>customers.

80
00:04:40.175 --> 00:04:44.915
<00:04:40.175>Um, <00:04:40.330>so <00:04:40.486>we <00:04:40.641>provide, <00:04:40.797>uh, <00:04:40.952>we <00:04:41.108>understand <00:04:41.263>the <00:04:41.419>customer <00:04:41.575>problems.

81
00:04:44.975 --> 00:04:48.395
<00:04:44.975>We <00:04:45.208>provide, <00:04:45.441>uh, <00:04:45.675>talented <00:04:45.908>engineering, <00:04:46.141>uh, <00:04:46.375>capacity

82
00:04:48.575 --> 00:04:50.435
<00:04:48.575>and <00:04:49.275>partnership <00:04:49.974>approach.

83
00:04:50.655 --> 00:04:52.755
<00:04:50.655>We <00:04:50.888>have <00:04:51.121>many <00:04:51.354>partners <00:04:51.588>in <00:04:51.821>different <00:04:52.054>areas

84
00:04:53.375 --> 00:04:56.315
<00:04:53.375>and <00:04:53.725>provide <00:04:54.075>state-of-the-art <00:04:54.425>delivery <00:04:54.775>centers

85
00:04:58.905 --> 00:05:01.085
<00:04:58.905>if <00:04:59.138>we <00:04:59.371>look <00:04:59.604>quickly <00:04:59.838>at <00:05:00.071>our <00:05:00.304>customers.

86
00:05:01.145 --> 00:05:02.365
<00:05:01.145>So <00:05:01.510>you, <00:05:01.877>especially <00:05:02.243>in,

87
00:05:02.365 --> 00:05:04.285
<00:05:02.365>and <00:05:02.565>this <00:05:02.765>again, <00:05:02.965>is <00:05:03.165>in <00:05:03.365>the <00:05:03.565>automotive <00:05:03.765>domain.

88
00:05:04.545 --> 00:05:07.485
<00:05:04.545>So <00:05:04.720>you <00:05:04.895>can <00:05:05.070>see <00:05:05.245>already <00:05:05.420>most, <00:05:05.595>if <00:05:05.770>not <00:05:05.945>all

89
00:05:07.485 --> 00:05:09.725
<00:05:07.485>of <00:05:07.765>the <00:05:08.045>big <00:05:08.325>OEMs <00:05:08.605>listed <00:05:08.885>here.

90
00:05:10.345 --> 00:05:13.165
<00:05:10.345>So <00:05:10.695>BMW, <00:05:11.045>Volkswagen, <00:05:11.395>Audi, <00:05:11.745>Daimler,

91
00:05:13.545 --> 00:05:16.685
<00:05:13.545>and, <00:05:13.720>uh, <00:05:13.895>others <00:05:14.070>also <00:05:14.245>from <00:05:14.420>the <00:05:14.595>US <00:05:14.770>like <00:05:14.945>Ford.

92
00:05:17.385 --> 00:05:19.845
<00:05:17.385>Uh, <00:05:17.618>and <00:05:17.851>you <00:05:18.085>have <00:05:18.318>also <00:05:18.551>Aston <00:05:18.784>Martin.

93
00:05:20.105 --> 00:05:21.525
<00:05:20.105>And <00:05:20.424>we <00:05:20.744>have <00:05:21.063>also <00:05:21.383>all,

94
00:05:21.625 --> 00:05:26.405
<00:05:21.625>or <00:05:21.752>most <00:05:21.879>of <00:05:22.006>the <00:05:22.134>big <00:05:22.261>tier <00:05:22.388>ones <00:05:22.515>like <00:05:22.643>Harmon, <00:05:22.770>like, <00:05:22.897>uh, <00:05:23.025>uh,

95
00:05:27.255 --> 00:05:30.165
<00:05:27.255>Conti, <00:05:27.534>like <00:05:27.815>Vallejo, <00:05:28.094>like <00:05:28.375>AP <00:05:28.655>Ian.

96
00:05:31.955 --> 00:05:36.495
<00:05:31.955>Uh, <00:05:32.071>and <00:05:32.188>it <00:05:32.305>de <00:05:32.421>it, <00:05:32.538>it <00:05:32.655>defers <00:05:32.771>what <00:05:32.888>kinds <00:05:33.005>of <00:05:33.121>project <00:05:33.238>we <00:05:33.354>have

97
00:05:36.495 --> 00:05:37.495
<00:05:36.495>with <00:05:36.945>those <00:05:37.395>customers.

98
00:05:37.715 --> 00:05:40.575
<00:05:37.715>So <00:05:38.065>some <00:05:38.415>are, <00:05:38.765>uh, <00:05:39.115>partnership

99
00:05:40.675 --> 00:05:44.175
<00:05:40.675>or <00:05:40.850>even, <00:05:41.025>uh, <00:05:41.200>some, <00:05:41.375>uh, <00:05:41.550>uh, <00:05:41.725>big <00:05:41.900>delivery <00:05:42.075>centers

100
00:05:44.355 --> 00:05:47.215
<00:05:44.355>and <00:05:44.530>some <00:05:44.705>we <00:05:44.880>are <00:05:45.055>already <00:05:45.230>providing, <00:05:45.405>uh, <00:05:45.580>some <00:05:45.755>solutions

101
00:05:47.315 --> 00:05:51.895
<00:05:47.315>or, <00:05:47.490>uh, <00:05:47.665>small <00:05:47.840>engineering <00:05:48.015>services <00:05:48.190>if <00:05:48.365>we <00:05:48.540>look <00:05:48.715>our,

102
00:05:52.155 --> 00:05:54.295
<00:05:52.155>at <00:05:52.505>our <00:05:52.854>automotive <00:05:53.205>solution <00:05:53.554>portfolio.

103
00:05:54.835 --> 00:05:56.815
<00:05:54.835>So <00:05:55.034>I <00:05:55.234>will <00:05:55.435>just <00:05:55.635>start <00:05:55.835>from <00:05:56.034>the <00:05:56.234>middle.

104
00:05:57.305 --> 00:05:59.965
<00:05:57.305>So <00:05:57.505>we <00:05:57.705>provide <00:05:57.905>solution <00:05:58.105>in <00:05:58.305>the <00:05:58.505>autonomous <00:05:58.705>drive,

105
00:06:00.145 --> 00:06:02.445
<00:06:00.145>in <00:06:00.424>the <00:06:00.705>digital <00:06:00.984>cockpit, <00:06:01.265>connected <00:06:01.544>mobility,

106
00:06:02.625 --> 00:06:04.845
<00:06:02.625>and <00:06:02.975>provide <00:06:03.325>some <00:06:03.675>enterprise <00:06:04.025>solution,

107
00:06:04.845 --> 00:06:07.445
<00:06:04.845>which <00:06:05.045>also <00:06:05.245>are <00:06:05.445>used <00:06:05.645>in <00:06:05.845>the <00:06:06.045>automotive <00:06:06.245>domain.

108
00:06:08.025 --> 00:06:11.205
<00:06:08.025>And <00:06:08.164>here <00:06:08.304>you <00:06:08.445>can <00:06:08.585>see <00:06:08.724>our <00:06:08.864>robotic <00:06:09.005>drive <00:06:09.145>solution <00:06:09.284>as <00:06:09.424>part

109
00:06:11.265 --> 00:06:13.125
<00:06:11.265>of <00:06:11.615>the <00:06:11.965>autonomous <00:06:12.315>drive <00:06:12.664>solution.

110
00:06:13.745 --> 00:06:15.005
<00:06:13.745>And <00:06:14.028>in <00:06:14.312>the <00:06:14.595>next <00:06:14.879>slides,

111
00:06:15.165 --> 00:06:18.805
<00:06:15.165>I <00:06:15.320>will <00:06:15.476>give <00:06:15.631>more <00:06:15.787>details <00:06:15.942>about <00:06:16.098>the <00:06:16.253>other <00:06:16.409>autonomous <00:06:16.565>drive

112
00:06:18.805 --> 00:06:20.365
<00:06:18.805>solutions <00:06:19.155>that <00:06:19.505>we <00:06:19.855>are <00:06:20.205>providing.

113
00:06:20.585 --> 00:06:24.805
<00:06:20.585>Within <00:06:20.935>DXC <00:06:21.284>Loft, <00:06:21.635>we <00:06:21.984>provide

114
00:06:25.475 --> 00:06:27.325
<00:06:25.475>different <00:06:26.175>delivery <00:06:26.875>models.

115
00:06:27.505 --> 00:06:29.885
<00:06:27.505>So <00:06:27.705>we <00:06:27.905>have <00:06:28.105>our <00:06:28.305>famous <00:06:28.505>software <00:06:28.705>house <00:06:28.905>model,

116
00:06:29.885 --> 00:06:32.205
<00:06:29.885>which <00:06:30.164>we <00:06:30.445>implemented <00:06:30.724>with <00:06:31.005>many <00:06:31.284>OEMs,

117
00:06:32.585 --> 00:06:35.765
<00:06:32.585>and <00:06:32.740>it's <00:06:32.896>kind <00:06:33.051>of, <00:06:33.207>it's <00:06:33.362>state <00:06:33.518>of <00:06:33.673>the <00:06:33.829>art, <00:06:33.984>how

118
00:06:35.785 --> 00:06:39.125
<00:06:35.784>to <00:06:35.984>build <00:06:36.184>a <00:06:36.385>software <00:06:36.585>house, <00:06:36.784>which <00:06:36.984>consists <00:06:37.184>of

119
00:06:39.925 --> 00:06:42.885
<00:06:39.925>multiple <00:06:40.100>supplier <00:06:40.275>and <00:06:40.450>they <00:06:40.625>all <00:06:40.800>deliver <00:06:40.975>into <00:06:41.150>one <00:06:41.325>project.

120
00:06:43.665 --> 00:06:46.765
<00:06:43.665>We <00:06:43.898>have <00:06:44.131>also <00:06:44.365>our <00:06:44.598>enterprise <00:06:44.831>digital <00:06:45.065>transformation,

121
00:06:46.935 --> 00:06:49.125
<00:06:46.935>which <00:06:47.168>we <00:06:47.401>also <00:06:47.635>implemented <00:06:47.868>with <00:06:48.101>many <00:06:48.335>customers,

122
00:06:49.265 --> 00:06:53.325
<00:06:49.265>and <00:06:49.420>we <00:06:49.576>provide <00:06:49.731>some <00:06:49.887>of <00:06:50.042>our <00:06:50.198>solution <00:06:50.353>as <00:06:50.509>managed <00:06:50.664>service,

123
00:06:53.585 --> 00:06:55.445
<00:06:53.585>and <00:06:53.784>especially <00:06:53.984>in <00:06:54.185>the <00:06:54.385>area <00:06:54.585>of <00:06:54.784>robotic <00:06:54.984>drive.

124
00:06:56.035 --> 00:06:58.645
<00:06:56.034>This, <00:06:56.234>we, <00:06:56.434>we <00:06:56.635>are <00:06:56.835>almost <00:06:57.034>combining <00:06:57.234>the <00:06:57.434>three.

125
00:06:58.785 --> 00:07:02.205
<00:06:58.784>So <00:06:58.940>the <00:06:59.096>customers <00:06:59.251>need <00:06:59.407>some <00:06:59.562>engineering <00:06:59.718>capacity, <00:06:59.873>so <00:07:00.029>we <00:07:00.184>can,

126
00:07:02.305 --> 00:07:06.005
<00:07:02.305>we <00:07:02.505>build <00:07:02.705>software <00:07:02.905>houses <00:07:03.105>to, <00:07:03.305>with <00:07:03.505>engineering <00:07:03.705>capacity.

127
00:07:06.225 --> 00:07:08.805
<00:07:06.225>We <00:07:06.425>do <00:07:06.625>all <00:07:06.825>the <00:07:07.025>digital <00:07:07.225>transformation <00:07:07.425>and <00:07:07.625>we

128
00:07:09.125 --> 00:07:10.805
<00:07:09.125>provided <00:07:09.475>as <00:07:09.825>a <00:07:10.175>managed <00:07:10.525>service.

129
00:07:12.105 --> 00:07:14.765
<00:07:12.105>And <00:07:12.260>then <00:07:12.416>if <00:07:12.571>you <00:07:12.727>look <00:07:12.882>at <00:07:13.038>the <00:07:13.193>other <00:07:13.349>services <00:07:13.505>in,

130
00:07:14.765 --> 00:07:15.925
<00:07:14.765>in <00:07:15.113>the <00:07:15.461>automotive <00:07:15.809>domain,

131
00:07:15.945 --> 00:07:19.005
<00:07:15.945>so <00:07:16.145>we <00:07:16.344>have <00:07:16.545>our <00:07:16.745>famous <00:07:16.945>user <00:07:17.145>experience <00:07:17.344>design,

132
00:07:19.025 --> 00:07:20.525
<00:07:19.025>and <00:07:19.250>if <00:07:19.474>you <00:07:19.700>look <00:07:19.924>at <00:07:20.150>our <00:07:20.375>website,

133
00:07:20.705 --> 00:07:24.525
<00:07:20.705>or <00:07:20.832>even <00:07:20.959>on <00:07:21.086>some <00:07:21.214>of <00:07:21.341>our <00:07:21.468>videos <00:07:21.595>on <00:07:21.723>YouTube, <00:07:21.850>you'll <00:07:21.977>find <00:07:22.104>some,

134
00:07:25.145 --> 00:07:28.605
<00:07:25.145>uh, <00:07:25.344>excellent <00:07:25.544>or, <00:07:25.745>uh, <00:07:25.945>good, <00:07:26.145>uh, <00:07:26.344>uh, <00:07:26.544>products

135
00:07:28.625 --> 00:07:29.765
<00:07:28.625>and, <00:07:29.138>uh, <00:07:29.651>developments

136
00:07:29.765 --> 00:07:32.005
<00:07:29.765>that <00:07:29.965>we <00:07:30.164>did <00:07:30.365>in <00:07:30.565>the <00:07:30.765>user <00:07:30.965>experience <00:07:31.164>design.

137
00:07:32.505 --> 00:07:36.205
<00:07:32.505>And <00:07:32.660>if <00:07:32.816>you <00:07:32.971>also <00:07:33.127>heard <00:07:33.282>about <00:07:33.438>the <00:07:33.593>MBX <00:07:33.749>from <00:07:33.905>Daimler,

138
00:07:36.265 --> 00:07:38.245
<00:07:36.265>so <00:07:36.498>it <00:07:36.731>was <00:07:36.965>also <00:07:37.198>announced <00:07:37.431>by <00:07:37.664>Daimler

139
00:07:38.245 --> 00:07:42.125
<00:07:38.245>that <00:07:38.400>we <00:07:38.556>help <00:07:38.711>in <00:07:38.867>the <00:07:39.022>creation <00:07:39.178>of <00:07:39.333>the <00:07:39.489>Daimler, <00:07:39.645>uh,

140
00:07:42.125 --> 00:07:43.845
<00:07:42.125>or <00:07:42.591>Mercedes-Benz <00:07:43.058>user <00:07:43.525>experience.

141
00:07:44.465 --> 00:07:47.125
<00:07:44.465>We <00:07:44.698>also <00:07:44.931>provide <00:07:45.165>services <00:07:45.398>in <00:07:45.631>different <00:07:45.865>areas,

142
00:07:47.125 --> 00:07:48.525
<00:07:47.125>especially <00:07:47.545>in <00:07:47.965>the <00:07:48.385>functional

143
00:07:48.545 --> 00:07:52.845
<00:07:48.545>and <00:07:48.745>system <00:07:48.945>testing, <00:07:49.145>in <00:07:49.345>the <00:07:49.545>application <00:07:49.745>development, <00:07:49.945>DevOps,

144
00:07:53.265 --> 00:07:54.645
<00:07:53.265>uh, <00:07:53.679>also <00:07:54.092>in <00:07:54.507>analytics

145
00:07:54.825 --> 00:07:58.045
<00:07:54.825>and <00:07:55.025>cloud <00:07:55.224>application, <00:07:55.425>also <00:07:55.625>in <00:07:55.825>the <00:07:56.025>security <00:07:56.224>area.

146
00:07:58.865 --> 00:08:00.765
<00:07:58.865>And <00:07:59.215>mainly <00:07:59.565>our <00:07:59.915>capabilities <00:08:00.265>is

147
00:08:00.765 --> 00:08:02.245
<00:08:00.765>that <00:08:01.031>we <00:08:01.297>have <00:08:01.564>our <00:08:01.830>own <00:08:02.097>platforms

148
00:08:02.345 --> 00:08:06.805
<00:08:02.345>and <00:08:02.520>we <00:08:02.695>also, <00:08:02.870>uh, <00:08:03.045>provide <00:08:03.220>frameworks <00:08:03.395>and <00:08:03.570>tools, <00:08:03.745>methodologies

149
00:08:07.145 --> 00:08:10.685
<00:08:07.145>and <00:08:07.378>use <00:08:07.611>state-of-the-art <00:08:07.844>application <00:08:08.078>in <00:08:08.311>our <00:08:08.544>delivery

150
00:08:11.065 --> 00:08:13.205
<00:08:11.065>and <00:08:11.344>in <00:08:11.625>our, <00:08:11.905>uh, <00:08:12.185>engineering <00:08:12.465>activities.

151
00:08:16.155 --> 00:08:20.655
<00:08:16.155>So <00:08:16.294>if <00:08:16.434>we <00:08:16.575>go <00:08:16.715>more <00:08:16.854>into <00:08:16.994>the <00:08:17.135>details <00:08:17.275>of <00:08:17.414>our, <00:08:17.554>um,

152
00:08:21.115 --> 00:08:25.835
<00:08:21.115>ad <00:08:21.270>offering, <00:08:21.426>we <00:08:21.581>ha <00:08:21.737>we <00:08:21.892>can <00:08:22.048>look <00:08:22.203>at <00:08:22.359>from <00:08:22.515>three

153
00:08:25.835 --> 00:08:28.635
<00:08:25.835>different <00:08:26.185>areas <00:08:26.534>or, <00:08:26.885>or <00:08:27.234>angles,

154
00:08:28.635 --> 00:08:29.995
<00:08:28.635>because <00:08:29.043>with <00:08:29.451>autonomous <00:08:29.859>drive,

155
00:08:30.015 --> 00:08:32.115
<00:08:30.015>you <00:08:30.365>have <00:08:30.715>your <00:08:31.065>data <00:08:31.414>management,

156
00:08:32.175 --> 00:08:36.315
<00:08:32.174>you <00:08:32.302>have <00:08:32.429>your <00:08:32.556>in-vehicle <00:08:32.684>software, <00:08:32.811>and <00:08:32.938>you <00:08:33.065>have <00:08:33.193>the <00:08:33.320>V <00:08:33.447>two <00:08:33.574>X

157
00:08:36.535 --> 00:08:41.395
<00:08:36.534>and, <00:08:36.735>uh, <00:08:36.934>other, <00:08:37.135>um, <00:08:37.334>uh, <00:08:37.534>uh, <00:08:37.735>automation <00:08:37.934>activities.

158
00:08:41.695 --> 00:08:43.475
<00:08:41.695>So <00:08:41.895>if <00:08:42.095>we <00:08:42.295>look <00:08:42.495>at <00:08:42.695>the <00:08:42.895>data <00:08:43.095>driven,

159
00:08:43.855 --> 00:08:46.515
<00:08:43.855>so <00:08:44.088>we <00:08:44.321>have <00:08:44.555>our <00:08:44.788>robotic <00:08:45.021>drive <00:08:45.255>solution

160
00:08:46.565 --> 00:08:49.795
<00:08:46.565>where <00:08:46.692>we <00:08:46.819>will <00:08:46.946>also <00:08:47.074>give <00:08:47.201>more <00:08:47.328>details <00:08:47.455>about <00:08:47.583>it <00:08:47.710>in <00:08:47.837>the <00:08:47.965>next

161
00:08:49.795 --> 00:08:53.475
<00:08:49.795>slides, <00:08:50.074>which <00:08:50.354>provide, <00:08:50.635>uh, <00:08:50.915>data <00:08:51.194>management

162
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<00:08:53.475>and <00:08:53.615>data <00:08:53.755>handling <00:08:53.895>for, <00:08:54.035>uh, <00:08:54.175>the <00:08:54.315>big <00:08:54.455>data <00:08:54.595>that <00:08:54.735>is <00:08:54.875>needed

163
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<00:08:57.985>for <00:08:58.160>developing <00:08:58.335>an <00:08:58.510>autonomous <00:08:58.685>drive, <00:08:58.860>uh, <00:08:59.035>EC <00:08:59.210>or <00:08:59.385>application.

164
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<00:09:02.905>And <00:09:03.138>we <00:09:03.371>provide <00:09:03.605>also <00:09:03.838>worldwide <00:09:04.071>data <00:09:04.305>collection

165
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<00:09:05.485>and <00:09:05.718>grout <00:09:05.951>through <00:09:06.185>generation <00:09:06.418>in <00:09:06.651>the <00:09:06.885>area

166
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<00:09:08.225>of <00:09:08.691>embedded <00:09:09.158>software <00:09:09.625>development.

167
00:09:09.985 --> 00:09:13.725
<00:09:09.985>We <00:09:10.140>provide, <00:09:10.296>uh, <00:09:10.451>engineering <00:09:10.607>service <00:09:10.762>in <00:09:10.918>the <00:09:11.073>area <00:09:11.229>of, <00:09:11.385>uh,

168
00:09:13.725 --> 00:09:16.685
<00:09:13.725>sensor <00:09:13.958>fusion <00:09:14.191>and <00:09:14.425>perception <00:09:14.658>and <00:09:14.891>driving <00:09:15.125>function.

169
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<00:09:17.315>Also <00:09:17.548>in <00:09:17.781>the <00:09:18.015>development <00:09:18.248>of <00:09:18.481>the <00:09:18.715>sensor

170
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<00:09:20.185>and <00:09:20.646>the <00:09:21.109>safety <00:09:21.571>application.

171
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<00:09:22.265>Uh, <00:09:22.439>we <00:09:22.615>provide <00:09:22.790>also <00:09:22.965>engineering <00:09:23.140>service <00:09:23.314>in <00:09:23.490>the <00:09:23.665>area

172
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<00:09:25.185>of <00:09:25.464>the <00:09:25.744>high <00:09:26.025>performance <00:09:26.305>computing <00:09:26.584>platform.

173
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<00:09:27.705>So <00:09:27.938>everything <00:09:28.171>related <00:09:28.405>to <00:09:28.638>development <00:09:28.871>of <00:09:29.105>middleware

174
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<00:09:31.025>or <00:09:31.180>of <00:09:31.336>software <00:09:31.491>platforms, <00:09:31.647>and <00:09:31.802>also <00:09:31.958>development <00:09:32.113>of <00:09:32.269>body, <00:09:32.425>uh,

175
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<00:09:35.925>and <00:09:36.158>domain <00:09:36.391>and, <00:09:36.625>uh, <00:09:36.858>domain <00:09:37.091>controller <00:09:37.324>functions.

176
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<00:09:39.665>We <00:09:40.015>also <00:09:40.365>provide <00:09:40.714>vehicle <00:09:41.064>prototyping

177
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<00:09:42.285>and <00:09:42.459>measurement <00:09:42.635>systems, <00:09:42.810>which <00:09:42.985>those <00:09:43.160>are <00:09:43.334>the, <00:09:43.510>uh, <00:09:43.685>uh,

178
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<00:09:47.005>cottages <00:09:47.145>or <00:09:47.285>the, <00:09:47.425>uh, <00:09:47.564>systems <00:09:47.705>that <00:09:47.845>you <00:09:47.985>put <00:09:48.125>in <00:09:48.265>the <00:09:48.405>car

179
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<00:09:50.005>to <00:09:50.389>collect <00:09:50.773>the <00:09:51.156>data.

180
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<00:09:51.865>Uh, <00:09:51.992>and <00:09:52.119>then <00:09:52.246>you, <00:09:52.374>you <00:09:52.501>will, <00:09:52.628>you <00:09:52.755>will <00:09:52.883>use <00:09:53.010>the <00:09:53.137>data <00:09:53.265>management

181
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<00:09:55.905>to <00:09:56.079>store <00:09:56.255>and <00:09:56.430>use <00:09:56.605>the <00:09:56.780>data <00:09:56.954>in <00:09:57.130>your <00:09:57.305>development.

182
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<00:09:59.665>And <00:09:59.772>then <00:09:59.880>on, <00:09:59.988>on <00:10:00.095>the <00:10:00.203>right, <00:10:00.311>you <00:10:00.418>can <00:10:00.526>see <00:10:00.634>all <00:10:00.741>the <00:10:00.849>V <00:10:00.957>two <00:10:01.064>X

183
00:10:02.545 --> 00:10:04.725
<00:10:02.545>and <00:10:02.824>the <00:10:03.104>plant <00:10:03.385>and <00:10:03.665>vehicle <00:10:03.944>automation.

184
00:10:05.025 --> 00:10:08.005
<00:10:05.025>So <00:10:05.225>this <00:10:05.425>is <00:10:05.625>mainly <00:10:05.824>about <00:10:06.025>this <00:10:06.225>new <00:10:06.425>generation

185
00:10:08.005 --> 00:10:11.165
<00:10:08.005>where <00:10:08.160>you <00:10:08.316>will <00:10:08.471>have <00:10:08.627>the <00:10:08.782>level <00:10:08.938>four <00:10:09.093>of <00:10:09.249>autonomous <00:10:09.405>drive,

186
00:10:11.265 --> 00:10:12.845
<00:10:11.265>but <00:10:11.731>under <00:10:12.198>some <00:10:12.665>control.

187
00:10:13.025 --> 00:10:14.925
<00:10:13.025>So <00:10:13.225>not <00:10:13.425>to <00:10:13.625>run <00:10:13.824>in, <00:10:14.025>in <00:10:14.225>the <00:10:14.425>roads,

188
00:10:14.925 --> 00:10:18.525
<00:10:14.925>but <00:10:15.064>mainly <00:10:15.204>to <00:10:15.344>be <00:10:15.484>used <00:10:15.625>in <00:10:15.765>garages <00:10:15.905>for <00:10:16.045>like <00:10:16.185>auto <00:10:16.324>parking

189
00:10:18.865 --> 00:10:21.925
<00:10:18.865>or <00:10:19.040>calling <00:10:19.215>the <00:10:19.390>cars <00:10:19.565>from, <00:10:19.740>uh, <00:10:19.915>the <00:10:20.090>parking <00:10:20.265>places.

190
00:10:22.555 --> 00:10:25.925
<00:10:22.555>Also <00:10:22.729>to <00:10:22.905>be <00:10:23.079>used <00:10:23.255>in <00:10:23.430>plants, <00:10:23.604>for <00:10:23.780>example, <00:10:23.954>at,

191
00:10:26.025 --> 00:10:27.365
<00:10:26.025>uh, <00:10:26.628>car <00:10:27.231>manufacturing.

192
00:10:27.435 --> 00:10:30.125
<00:10:27.435>When <00:10:27.714>the <00:10:27.994>car <00:10:28.275>is <00:10:28.555>finished <00:10:28.834>manufacturing,

193
00:10:30.395 --> 00:10:33.845
<00:10:30.395>usually <00:10:30.502>there <00:10:30.610>is <00:10:30.718>a <00:10:30.825>driver <00:10:30.933>that <00:10:31.041>goes <00:10:31.148>into <00:10:31.256>a <00:10:31.364>car <00:10:31.471>to <00:10:31.579>pick <00:10:31.687>it <00:10:31.795>up

194
00:10:33.845 --> 00:10:35.925
<00:10:33.845>and <00:10:34.078>then <00:10:34.311>load <00:10:34.545>it <00:10:34.778>to <00:10:35.011>the <00:10:35.245>truck.

195
00:10:36.385 --> 00:10:39.045
<00:10:36.385>So <00:10:36.665>with <00:10:36.944>this <00:10:37.225>kind <00:10:37.505>of <00:10:37.785>plant

196
00:10:39.305 --> 00:10:41.965
<00:10:39.305>and <00:10:39.538>vehicle <00:10:39.771>automation, <00:10:40.005>uh, <00:10:40.238>the <00:10:40.471>idea <00:10:40.704>is

197
00:10:41.965 --> 00:10:43.965
<00:10:41.965>that <00:10:42.140>we <00:10:42.315>are <00:10:42.490>helping <00:10:42.665>our <00:10:42.840>customer <00:10:43.015>to <00:10:43.190>replace <00:10:43.365>this

198
00:10:43.965 --> 00:10:48.005
<00:10:43.965>with <00:10:44.140>autonomous <00:10:44.315>drive, <00:10:44.490>uh, <00:10:44.665>that <00:10:44.840>runs <00:10:45.015>in <00:10:45.190>specific <00:10:45.365>conditions,

199
00:10:48.295 --> 00:10:51.885
<00:10:48.295>which, <00:10:48.411>uh, <00:10:48.528>as <00:10:48.645>I <00:10:48.761>mentioned, <00:10:48.878>like <00:10:48.995>in <00:10:49.111>the <00:10:49.228>plans <00:10:49.344>to <00:10:49.461>take <00:10:49.578>the <00:10:49.694>car

200
00:10:51.885 --> 00:10:54.925
<00:10:51.885>and <00:10:52.060>drive <00:10:52.235>and <00:10:52.410>to <00:10:52.585>be <00:10:52.760>drive <00:10:52.935>driven <00:10:53.110>automatically <00:10:53.285>from

201
00:10:54.975 --> 00:10:58.125
<00:10:54.975>after <00:10:55.175>manufacturing <00:10:55.375>up <00:10:55.575>to, <00:10:55.775>uh, <00:10:55.975>the <00:10:56.175>parking <00:10:56.375>slot,

202
00:10:58.125 --> 00:11:00.325
<00:10:58.125>and <00:10:58.300>then <00:10:58.475>from <00:10:58.650>the <00:10:58.825>parking <00:10:59.000>lot <00:10:59.175>to <00:10:59.350>the, <00:10:59.525>uh,

203
00:11:00.325 --> 00:11:01.485
<00:11:00.325>loading <00:11:00.673>onto <00:11:01.021>the <00:11:01.369>truck

204
00:11:01.585 --> 00:11:04.845
<00:11:01.585>or <00:11:01.740>to <00:11:01.896>the <00:11:02.051>whatever <00:11:02.207>the <00:11:02.362>loading, <00:11:02.518>uh, <00:11:02.673>that <00:11:02.829>will <00:11:02.985>happen.

205
00:11:05.545 --> 00:11:08.365
<00:11:05.545>Uh, <00:11:05.745>and <00:11:05.944>this <00:11:06.145>also <00:11:06.344>could <00:11:06.545>happen <00:11:06.745>as <00:11:06.944>teleoperated.

206
00:11:08.425 --> 00:11:12.525
<00:11:08.425>So <00:11:08.599>we <00:11:08.775>also <00:11:08.949>have <00:11:09.125>our <00:11:09.300>teleoperated <00:11:09.474>solution <00:11:09.650>over <00:11:09.824>5G,

207
00:11:12.855 --> 00:11:16.685
<00:11:12.855>which <00:11:13.010>could <00:11:13.166>also <00:11:13.321>help <00:11:13.477>in <00:11:13.632>the <00:11:13.788>automation <00:11:13.943>of <00:11:14.099>the, <00:11:14.255>uh,

208
00:11:16.685 --> 00:11:19.885
<00:11:16.685>of <00:11:16.859>those <00:11:17.035>scenarios <00:11:17.209>like <00:11:17.385>garage <00:11:17.560>plans <00:11:17.734>and <00:11:17.910>parking <00:11:18.084>lots.

209
00:11:22.485 --> 00:11:24.545
<00:11:22.485>Uh, <00:11:22.685>and <00:11:22.885>only <00:11:23.085>please <00:11:23.285>feel <00:11:23.485>free <00:11:23.685>to <00:11:23.885>join

210
00:11:24.685 --> 00:11:26.745
<00:11:24.685>or <00:11:24.824>jump <00:11:24.964>in <00:11:25.104>if <00:11:25.244>you <00:11:25.385>add, <00:11:25.525>want <00:11:25.665>to <00:11:25.805>add <00:11:25.944>anything <00:11:26.084>here.

211
00:11:32.955 --> 00:11:35.535
<00:11:32.955>So <00:11:33.110>if <00:11:33.266>we <00:11:33.421>look <00:11:33.577>into <00:11:33.732>more <00:11:33.888>details, <00:11:34.043>so <00:11:34.199>the <00:11:34.355>idea

212
00:11:35.675 --> 00:11:37.495
<00:11:35.675>of <00:11:36.141>autonomous <00:11:36.608>drive, <00:11:37.074>so

213
00:11:37.555 --> 00:11:40.215
<00:11:37.555>how <00:11:37.755>autonomous <00:11:37.954>drive <00:11:38.155>really <00:11:38.354>work <00:11:38.555>in <00:11:38.755>the <00:11:38.954>car.

214
00:11:40.275 --> 00:11:43.255
<00:11:40.275>So <00:11:40.475>usually <00:11:40.675>you <00:11:40.875>will <00:11:41.074>have <00:11:41.275>your <00:11:41.475>sensor <00:11:41.675>hardware,

215
00:11:43.255 --> 00:11:47.735
<00:11:43.255>and <00:11:43.430>those <00:11:43.605>are <00:11:43.780>either <00:11:43.955>lid <00:11:44.130>camera, <00:11:44.305>radar, <00:11:44.480>ultrasonic, <00:11:44.655>um,

216
00:11:47.955 --> 00:11:51.175
<00:11:47.955>and <00:11:48.110>then <00:11:48.266>usually <00:11:48.421>you <00:11:48.577>get <00:11:48.732>the <00:11:48.888>input <00:11:49.043>from <00:11:49.199>those <00:11:49.355>sensors.

217
00:11:51.475 --> 00:11:54.965
<00:11:51.475>And <00:11:51.615>then <00:11:51.755>you <00:11:51.895>have <00:11:52.035>your <00:11:52.175>low <00:11:52.315>level <00:11:52.455>and <00:11:52.595>high <00:11:52.735>level <00:11:52.875>processing.

218
00:11:55.305 --> 00:11:58.005
<00:11:55.305>So <00:11:55.505>those <00:11:55.704>are <00:11:55.905>usually <00:11:56.104>the <00:11:56.305>electronic <00:11:56.505>control <00:11:56.704>unit

219
00:11:58.025 --> 00:12:02.125
<00:11:58.025>or <00:11:58.199>the <00:11:58.375>ECUs <00:11:58.550>that <00:11:58.725>are <00:11:58.900>attached <00:11:59.074>to <00:11:59.250>those <00:11:59.425>sensors

220
00:12:02.295 --> 00:12:05.725
<00:12:02.295>where <00:12:02.528>you <00:12:02.761>will <00:12:02.995>do <00:12:03.228>initial <00:12:03.461>signal <00:12:03.694>processing

221
00:12:05.825 --> 00:12:07.725
<00:12:05.825>and <00:12:06.175>maybe <00:12:06.525>some <00:12:06.875>object <00:12:07.225>detection

222
00:12:08.065 --> 00:12:10.405
<00:12:08.065>and <00:12:08.345>maybe <00:12:08.625>some <00:12:08.905>free <00:12:09.185>space <00:12:09.465>recognition.

223
00:12:10.405 --> 00:12:11.805
<00:12:10.405>So <00:12:10.656>it <00:12:10.909>depends <00:12:11.161>on <00:12:11.413>the <00:12:11.665>device.

224
00:12:12.545 --> 00:12:13.565
<00:12:12.545>It <00:12:12.851>could <00:12:13.157>have <00:12:13.463>some,

225
00:12:13.745 --> 00:12:15.965
<00:12:13.745>you <00:12:13.900>can <00:12:14.056>call <00:12:14.211>it <00:12:14.367>like <00:12:14.522>smart <00:12:14.678>camera <00:12:14.833>or <00:12:14.989>smart <00:12:15.145>reader.

226
00:12:16.065 --> 00:12:18.645
<00:12:16.065>And <00:12:16.240>then <00:12:16.415>it <00:12:16.590>has <00:12:16.765>some <00:12:16.940>smart <00:12:17.115>functionality <00:12:17.290>in <00:12:17.465>it.

227
00:12:19.025 --> 00:12:22.005
<00:12:19.025>And <00:12:19.258>then <00:12:19.491>it <00:12:19.725>transfers <00:12:19.958>those <00:12:20.191>objects <00:12:20.425>that,

228
00:12:22.035 --> 00:12:23.805
<00:12:22.035>that <00:12:22.314>they <00:12:22.594>are <00:12:22.875>detected <00:12:23.155>object <00:12:23.435>list

229
00:12:23.945 --> 00:12:27.565
<00:12:23.945>and <00:12:24.225>the <00:12:24.505>coordinations <00:12:24.785>to <00:12:25.065>the <00:12:25.345>A-D-E-C-U,

230
00:12:27.565 --> 00:12:29.485
<00:12:27.565>which <00:12:27.915>do <00:12:28.265>the <00:12:28.615>sensor <00:12:28.965>fusion.

231
00:12:29.625 --> 00:12:32.285
<00:12:29.625>So <00:12:29.858>it <00:12:30.091>needs <00:12:30.325>to <00:12:30.558>merge <00:12:30.791>the <00:12:31.025>data

232
00:12:32.285 --> 00:12:35.085
<00:12:32.285>that <00:12:32.459>is <00:12:32.635>coming <00:12:32.810>from <00:12:32.985>the <00:12:33.160>multiple <00:12:33.334>sensor <00:12:33.510>to <00:12:33.685>build

233
00:12:35.235 --> 00:12:38.045
<00:12:35.235>what <00:12:35.468>is <00:12:35.701>called <00:12:35.935>localization <00:12:36.168>and <00:12:36.401>environment <00:12:36.635>model.

234
00:12:38.145 --> 00:12:41.645
<00:12:38.145>So <00:12:38.345>to <00:12:38.545>understand <00:12:38.745>the <00:12:38.944>environment <00:12:39.145>around <00:12:39.345>the <00:12:39.545>car,

235
00:12:41.645 --> 00:12:44.165
<00:12:41.645>what <00:12:41.800>is <00:12:41.956>happening <00:12:42.111>around <00:12:42.267>the <00:12:42.422>car, <00:12:42.578>if <00:12:42.733>there <00:12:42.889>are <00:12:43.045>pedestrian,

236
00:12:44.185 --> 00:12:47.405
<00:12:44.185>if <00:12:44.340>there <00:12:44.496>are <00:12:44.651>cars, <00:12:44.807>if <00:12:44.962>there <00:12:45.118>are <00:12:45.273>traffic <00:12:45.429>lights, <00:12:45.584>uh,

237
00:12:47.505 --> 00:12:50.285
<00:12:47.505>if <00:12:47.632>there <00:12:47.759>are <00:12:47.886>and, <00:12:48.014>and <00:12:48.141>what <00:12:48.268>are <00:12:48.395>the <00:12:48.523>lanes <00:12:48.650>and <00:12:48.777>the <00:12:48.905>condition.

238
00:12:50.905 --> 00:12:52.005
<00:12:50.905>And <00:12:51.235>then <00:12:51.564>from <00:12:51.895>this,

239
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<00:12:52.465>we <00:12:52.665>will <00:12:52.865>go <00:12:53.065>into <00:12:53.265>the <00:12:53.465>planning <00:12:53.665>and <00:12:53.865>control.

240
00:12:55.025 --> 00:12:56.045
<00:12:55.025>So <00:12:55.943>creating,

241
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<00:12:56.305>or <00:12:56.505>you <00:12:56.704>will <00:12:56.905>have <00:12:57.104>your <00:12:57.305>driving <00:12:57.505>strategy <00:12:57.704>planning.

242
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<00:12:58.985>And <00:12:59.160>this <00:12:59.335>of <00:12:59.510>course, <00:12:59.685>also <00:12:59.860>is <00:13:00.035>merged <00:13:00.210>with <00:13:00.385>the

243
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<00:13:02.715>high <00:13:02.995>definition <00:13:03.275>maps <00:13:03.555>and <00:13:03.835>verification <00:13:04.115>route.

244
00:13:04.985 --> 00:13:09.085
<00:13:04.985>So <00:13:05.140>based <00:13:05.296>on <00:13:05.451>those <00:13:05.607>you <00:13:05.762>can <00:13:05.918>calculate <00:13:06.073>your, <00:13:06.229>um, <00:13:06.385>uh,

245
00:13:09.085 --> 00:13:11.845
<00:13:09.085>trajectory <00:13:09.365>planning <00:13:09.645>and <00:13:09.925>your <00:13:10.205>driving <00:13:10.485>strategy.

246
00:13:12.305 --> 00:13:15.285
<00:13:12.305>And <00:13:12.479>then <00:13:12.655>also <00:13:12.829>you <00:13:13.005>will <00:13:13.180>have <00:13:13.354>your <00:13:13.530>ADAS <00:13:13.704>functions,

247
00:13:15.455 --> 00:13:19.165
<00:13:15.455>which <00:13:15.610>then <00:13:15.766>at <00:13:15.921>the <00:13:16.077>end <00:13:16.232>transforms <00:13:16.388>those <00:13:16.543>into <00:13:16.699>the <00:13:16.855>actuators,

248
00:13:19.345 --> 00:13:21.645
<00:13:19.345>the <00:13:19.578>steering, <00:13:19.811>the <00:13:20.045>straddle, <00:13:20.278>all <00:13:20.511>the <00:13:20.745>braking

249
00:13:21.825 --> 00:13:24.405
<00:13:21.825>to <00:13:22.025>do <00:13:22.225>the <00:13:22.425>actual <00:13:22.625>driving <00:13:22.825>of <00:13:23.025>the <00:13:23.225>car.

250
00:13:24.985 --> 00:13:28.805
<00:13:24.985>So, <00:13:25.185>and <00:13:25.385>usually <00:13:25.585>you <00:13:25.785>have <00:13:25.985>your <00:13:26.185>software <00:13:26.385>requirements,

251
00:13:28.805 --> 00:13:30.685
<00:13:28.805>architecture <00:13:29.505>and <00:13:30.204>all,

252
00:13:30.785 --> 00:13:32.925
<00:13:30.785>and <00:13:30.959>you <00:13:31.135>need <00:13:31.310>to <00:13:31.485>do <00:13:31.660>all <00:13:31.834>your <00:13:32.010>development <00:13:32.185>testing

253
00:13:33.065 --> 00:13:35.845
<00:13:33.065>and <00:13:33.240>system <00:13:33.415>testing <00:13:33.590>and <00:13:33.765>validation <00:13:33.940>for <00:13:34.115>all <00:13:34.290>those <00:13:34.465>functions

254
00:13:36.145 --> 00:13:39.125
<00:13:36.145>to <00:13:36.345>make <00:13:36.545>sure <00:13:36.745>that <00:13:36.944>they're <00:13:37.145>running, <00:13:37.345>uh, <00:13:37.545>correctly.

255
00:13:45.115 --> 00:13:49.815
<00:13:45.115>So <00:13:45.270>the <00:13:45.426>summary <00:13:45.581>of <00:13:45.737>the <00:13:45.892>benefits <00:13:46.048>of, <00:13:46.203>um, <00:13:46.359>using, <00:13:46.515>uh,

256
00:13:49.915 --> 00:13:54.215
<00:13:49.915>our <00:13:50.089>solution <00:13:50.265>is <00:13:50.439>we <00:13:50.615>provide <00:13:50.790>an <00:13:50.964>end-to-end, <00:13:51.140>uh, <00:13:51.314>accelerated

257
00:13:54.395 --> 00:13:55.495
<00:13:54.395>of, <00:13:54.642>uh, <00:13:54.890>r <00:13:55.137>and <00:13:55.385>d.

258
00:13:55.495 --> 00:13:58.175
<00:13:55.495>So <00:13:55.650>we <00:13:55.806>have <00:13:55.961>a <00:13:56.117>proven <00:13:56.272>expertise, <00:13:56.428>especially <00:13:56.583>in <00:13:56.739>the <00:13:56.895>area

259
00:13:58.175 --> 00:14:00.895
<00:13:58.175>of <00:13:58.375>robotic <00:13:58.574>drive <00:13:58.775>or <00:13:58.974>ad <00:13:59.175>software <00:13:59.375>development, <00:13:59.574>uh,

260
00:14:00.895 --> 00:14:03.535
<00:14:00.895>where <00:14:01.128>we <00:14:01.361>have <00:14:01.595>multiple <00:14:01.828>projects <00:14:02.061>with <00:14:02.295>customers,

261
00:14:03.875 --> 00:14:06.375
<00:14:03.875>as <00:14:04.050>mentioned <00:14:04.225>OEMs <00:14:04.400>or <00:14:04.575>tier <00:14:04.750>ones <00:14:04.925>in <00:14:05.100>this <00:14:05.275>area.

262
00:14:06.915 --> 00:14:09.695
<00:14:06.915>We <00:14:07.194>also <00:14:07.474>provide <00:14:07.755>customization <00:14:08.035>of <00:14:08.314>application,

263
00:14:10.005 --> 00:14:14.455
<00:14:10.005>provide <00:14:10.205>scalable <00:14:10.405>solution, <00:14:10.605>and, <00:14:10.805>uh, <00:14:11.005>we <00:14:11.205>are <00:14:11.405>operational

264
00:14:14.715 --> 00:14:17.455
<00:14:14.715>and <00:14:14.915>this <00:14:15.115>robotic <00:14:15.315>drive <00:14:15.515>solution <00:14:15.715>could <00:14:15.915>be <00:14:16.115>operational

265
00:14:17.475 --> 00:14:18.575
<00:14:17.475>in <00:14:17.722>three <00:14:17.970>to <00:14:18.217>six <00:14:18.465>months.

266
00:14:19.515 --> 00:14:21.695
<00:14:19.515>And <00:14:19.748>we <00:14:19.981>have <00:14:20.215>in <00:14:20.448>depth <00:14:20.681>process <00:14:20.915>knowhow.

267
00:14:22.115 --> 00:14:23.895
<00:14:22.115>We <00:14:22.465>provide <00:14:22.815>value <00:14:23.165>for <00:14:23.515>money.

268
00:14:24.075 --> 00:14:27.735
<00:14:24.075>So, <00:14:24.250>uh, <00:14:24.425>with, <00:14:24.600>with <00:14:24.775>our, <00:14:24.950>uh, <00:14:25.125>robotic <00:14:25.300>drive <00:14:25.475>solution,

269
00:14:28.155 --> 00:14:31.175
<00:14:28.155>we <00:14:28.355>are <00:14:28.555>cutting <00:14:28.755>the <00:14:28.954>cost <00:14:29.155>by <00:14:29.355>using, <00:14:29.555>um,

270
00:14:31.675 --> 00:14:32.975
<00:14:31.675>state-of-the-art <00:14:32.845>technology

271
00:14:33.235 --> 00:14:37.415
<00:14:33.235>and, <00:14:33.390>uh, <00:14:33.546>reducing <00:14:33.701>the <00:14:33.857>overhead <00:14:34.012>on <00:14:34.168>each <00:14:34.323>of <00:14:34.479>the <00:14:34.635>customer

272
00:14:37.475 --> 00:14:38.695
<00:14:37.475>to <00:14:37.749>build <00:14:38.024>their <00:14:38.298>own <00:14:38.573>solution.

273
00:14:38.915 --> 00:14:43.735
<00:14:38.915>And <00:14:39.042>all <00:14:39.169>the <00:14:39.296>r <00:14:39.424>and <00:14:39.551>d <00:14:39.678>uh, <00:14:39.805>and <00:14:39.933>the <00:14:40.060>development, <00:14:40.187>uh, <00:14:40.314>activities.

274
00:14:45.165 --> 00:14:48.865
<00:14:45.165>Um, <00:14:45.339>we <00:14:45.515>have <00:14:45.689>ad <00:14:45.865>domain <00:14:46.040>and <00:14:46.214>client <00:14:46.390>specific <00:14:46.564>knowledge.

275
00:14:48.965 --> 00:14:51.245
<00:14:48.965>So <00:14:49.165>as <00:14:49.365>you, <00:14:49.565>you <00:14:49.765>saw <00:14:49.965>from <00:14:50.165>our <00:14:50.365>client,

276
00:14:51.345 --> 00:14:56.085
<00:14:51.345>we <00:14:51.472>already <00:14:51.599>have <00:14:51.726>footprint <00:14:51.854>in <00:14:51.981>all <00:14:52.108>or <00:14:52.235>most <00:14:52.363>of <00:14:52.490>the <00:14:52.617>German, <00:14:52.745>uh,

277
00:14:56.105 --> 00:14:59.085
<00:14:56.105>or, <00:14:56.305>and <00:14:56.505>us <00:14:56.705>uh, <00:14:56.905>OEMs <00:14:57.105>and <00:14:57.305>tier <00:14:57.505>ones.

278
00:14:59.265 --> 00:15:00.885
<00:14:59.265>So <00:14:59.545>we <00:14:59.824>already <00:15:00.105>know <00:15:00.385>their <00:15:00.665>systems,

279
00:15:01.025 --> 00:15:03.205
<00:15:01.025>we <00:15:01.305>know <00:15:01.584>their <00:15:01.865>software <00:15:02.145>development <00:15:02.425>lifecycle

280
00:15:03.385 --> 00:15:06.365
<00:15:03.385>and <00:15:03.585>their <00:15:03.785>technologies, <00:15:03.985>and <00:15:04.185>we <00:15:04.385>also <00:15:04.585>provide, <00:15:04.785>uh,

281
00:15:06.645 --> 00:15:10.725
<00:15:06.645>seamless <00:15:06.925>integration <00:15:07.204>with, <00:15:07.485>uh, <00:15:07.765>the <00:15:08.045>infrastructure

282
00:15:10.865 --> 00:15:14.285
<00:15:10.865>of <00:15:11.020>the <00:15:11.176>companies <00:15:11.331>or <00:15:11.487>the, <00:15:11.642>uh, <00:15:11.798>OEMs <00:15:11.953>and <00:15:12.109>tier <00:15:12.265>ones.

283
00:15:20.025 --> 00:15:23.355
<00:15:20.025>Okay, <00:15:20.180>so <00:15:20.336>now <00:15:20.491>we <00:15:20.647>will <00:15:20.802>move <00:15:20.958>to, <00:15:21.113>uh, <00:15:21.269>robotic <00:15:21.425>drive.

284
00:15:23.855 --> 00:15:26.475
<00:15:23.855>Um, <00:15:25.255>And

285
00:15:26.475 --> 00:15:29.515
<00:15:26.475>before <00:15:26.630>we <00:15:26.786>start <00:15:26.941>talking <00:15:27.097>about <00:15:27.252>robotic <00:15:27.408>drive, <00:15:27.563>I <00:15:27.719>just <00:15:27.875>want

286
00:15:29.515 --> 00:15:30.955
<00:15:29.515>to <00:15:29.839>give <00:15:30.163>a <00:15:30.487>quick <00:15:30.811>overview.

287
00:15:31.215 --> 00:15:34.395
<00:15:31.215>So <00:15:31.370>if, <00:15:31.526>if <00:15:31.681>you <00:15:31.837>are <00:15:31.992>already <00:15:32.148>familiar <00:15:32.303>with <00:15:32.459>autonomous <00:15:32.615>drives,

288
00:15:34.425 --> 00:15:38.155
<00:15:34.425>then <00:15:34.580>this <00:15:34.736>will <00:15:34.891>be <00:15:35.047>kind <00:15:35.202>of, <00:15:35.358>uh, <00:15:35.513>very <00:15:35.669>known <00:15:35.824>information.

289
00:15:38.175 --> 00:15:40.555
<00:15:38.175>But <00:15:38.314>for <00:15:38.454>the <00:15:38.594>people <00:15:38.734>who <00:15:38.875>are <00:15:39.015>new <00:15:39.155>to <00:15:39.295>the <00:15:39.435>autonomous <00:15:39.574>drive,

290
00:15:40.885 --> 00:15:43.115
<00:15:40.885>there <00:15:41.118>are <00:15:41.351>those, <00:15:41.585>what's <00:15:41.818>called <00:15:42.051>autonomy <00:15:42.285>level

291
00:15:43.175 --> 00:15:46.435
<00:15:43.175>or <00:15:43.375>autonomous <00:15:43.574>drive <00:15:43.775>level, <00:15:43.974>which <00:15:44.175>are <00:15:44.375>from <00:15:44.574>zero

292
00:15:46.455 --> 00:15:47.715
<00:15:46.455>to <00:15:46.681>five <00:15:46.908>or <00:15:47.135>one <00:15:47.362>to <00:15:47.589>five.

293
00:15:48.215 --> 00:15:52.475
<00:15:48.215>And <00:15:48.370>they <00:15:48.526>define <00:15:48.681>the <00:15:48.837>autonomy <00:15:48.992>level, <00:15:49.148>like, <00:15:49.303>and <00:15:49.459>levels <00:15:49.615>one

294
00:15:52.475 --> 00:15:56.035
<00:15:52.475>and <00:15:52.675>two, <00:15:52.875>these <00:15:53.075>are <00:15:53.275>the <00:15:53.475>early <00:15:53.675>autonomous <00:15:53.875>drive

295
00:15:56.335 --> 00:16:00.355
<00:15:56.335>or <00:15:56.490>autonomous <00:15:56.646>drive <00:15:56.801>support, <00:15:56.957>which <00:15:57.112>are <00:15:57.268>mainly <00:15:57.423>like <00:15:57.579>the, <00:15:57.735>um,

296
00:16:01.225 --> 00:16:04.155
<00:16:01.225>detection, <00:16:01.425>uh, <00:16:01.625>or <00:16:01.825>even <00:16:02.025>the <00:16:02.225>adaptive <00:16:02.425>cruise <00:16:02.625>control.

297
00:16:04.695 --> 00:16:06.995
<00:16:04.695>All <00:16:04.895>those <00:16:05.095>are <00:16:05.295>considered <00:16:05.495>level <00:16:05.695>one <00:16:05.895>and <00:16:06.095>two.

298
00:16:07.215 --> 00:16:09.555
<00:16:07.215>And <00:16:07.495>then <00:16:07.775>with <00:16:08.055>autonomy, <00:16:08.335>level <00:16:08.615>three

299
00:16:09.655 --> 00:16:12.595
<00:16:09.655>and <00:16:09.810>four <00:16:09.966>are <00:16:10.121>what's <00:16:10.277>called <00:16:10.432>two <00:16:10.588>plus <00:16:10.743>with <00:16:10.899>the <00:16:11.055>autopilot.

300
00:16:12.855 --> 00:16:15.635
<00:16:12.855>So <00:16:13.010>three, <00:16:13.166>then <00:16:13.321>you <00:16:13.477>have <00:16:13.632>a <00:16:13.788>driver <00:16:13.943>in <00:16:14.099>the <00:16:14.255>seat,

301
00:16:15.655 --> 00:16:18.435
<00:16:15.655>but <00:16:15.810>it <00:16:15.966>fully <00:16:16.121>autonomous, <00:16:16.277>the <00:16:16.432>car <00:16:16.588>is <00:16:16.743>driving <00:16:16.899>full <00:16:17.055>autonomy.

302
00:16:18.775 --> 00:16:19.795
<00:16:18.775>And <00:16:19.081>then <00:16:19.387>with <00:16:19.693>four

303
00:16:19.795 --> 00:16:23.595
<00:16:19.795>and <00:16:19.950>five, <00:16:20.106>you <00:16:20.261>don't <00:16:20.417>have <00:16:20.572>a <00:16:20.728>driver <00:16:20.883>in <00:16:21.039>the <00:16:21.194>car

304
00:16:23.615 --> 00:16:26.395
<00:16:23.615>and <00:16:23.895>it's <00:16:24.175>fully <00:16:24.455>automated, <00:16:24.735>uh, <00:16:25.015>driving.

305
00:16:27.135 --> 00:16:30.715
<00:16:27.135>So <00:16:27.275>as <00:16:27.415>you <00:16:27.555>can <00:16:27.694>see <00:16:27.835>from <00:16:27.975>the <00:16:28.115>picture, <00:16:28.255>the <00:16:28.395>autonomy <00:16:28.535>level,

306
00:16:30.715 --> 00:16:32.075
<00:16:30.715>which <00:16:31.021>is <00:16:31.327>less <00:16:31.633>than <00:16:31.939>two,

307
00:16:32.075 --> 00:16:35.035
<00:16:32.075>and <00:16:32.230>up <00:16:32.386>to <00:16:32.541>two, <00:16:32.697>the <00:16:32.852>human <00:16:33.008>is <00:16:33.163>the <00:16:33.319>one <00:16:33.475>doing

308
00:16:35.225 --> 00:16:36.275
<00:16:35.225>most <00:16:35.540>of <00:16:35.855>the <00:16:36.170>action.

309
00:16:36.335 --> 00:16:38.675
<00:16:36.335>So <00:16:36.510>he's <00:16:36.685>already <00:16:36.860>the <00:16:37.035>one <00:16:37.210>who <00:16:37.385>understands <00:16:37.560>the <00:16:37.735>road,

310
00:16:38.735 --> 00:16:40.675
<00:16:38.735>who <00:16:38.910>checks <00:16:39.085>the <00:16:39.260>road, <00:16:39.435>who <00:16:39.610>can <00:16:39.785>take <00:16:39.960>the <00:16:40.135>decision.

311
00:16:41.095 --> 00:16:44.995
<00:16:41.095>And <00:16:41.250>you <00:16:41.406>can <00:16:41.561>have <00:16:41.717>up <00:16:41.872>to <00:16:42.028>2% <00:16:42.183>of <00:16:42.339>the <00:16:42.495>driving

312
00:16:45.875 --> 00:16:47.635
<00:16:45.875>activity <00:16:46.155>automated, <00:16:46.435>like <00:16:46.715>as <00:16:46.995>I <00:16:47.275>said,

313
00:16:47.635 --> 00:16:49.115
<00:16:47.635>if <00:16:47.901>you <00:16:48.167>have <00:16:48.434>like <00:16:48.700>lane <00:16:48.967>detection

314
00:16:49.115 --> 00:16:51.755
<00:16:49.115>or <00:16:49.465>even <00:16:49.815>lane <00:16:50.165>departure <00:16:50.515>warning

315
00:16:52.055 --> 00:16:55.675
<00:16:52.055>or, <00:16:52.194>uh, <00:16:52.334>all <00:16:52.474>those <00:16:52.614>features, <00:16:52.755>they <00:16:52.895>are <00:16:53.035>only <00:16:53.175>helping <00:16:53.314>in, <00:16:53.454>uh,

316
00:16:55.695 --> 00:16:59.235
<00:16:55.695>the <00:16:55.835>driving, <00:16:55.975>but <00:16:56.115>the <00:16:56.255>human <00:16:56.395>is <00:16:56.535>doing <00:16:56.675>98% <00:16:56.815>of <00:16:56.955>the <00:16:57.095>driving.

317
00:16:59.725 --> 00:17:01.955
<00:16:59.725>While <00:16:59.958>with <00:17:00.191>the <00:17:00.425>higher <00:17:00.658>level <00:17:00.891>of <00:17:01.125>autonomy,

318
00:17:02.455 --> 00:17:05.755
<00:17:02.455>the <00:17:02.610>car <00:17:02.766>will <00:17:02.921>be <00:17:03.077>doing <00:17:03.232>the <00:17:03.388>most <00:17:03.543>of <00:17:03.699>the <00:17:03.855>driving.

319
00:17:05.935 --> 00:17:08.395
<00:17:05.935>So <00:17:06.214>95% <00:17:06.494>of <00:17:06.774>the <00:17:07.054>driving <00:17:07.335>if,

320
00:17:08.615 --> 00:17:10.635
<00:17:08.615>or <00:17:08.790>a <00:17:08.964>hundred <00:17:09.140>percent <00:17:09.315>of <00:17:09.490>it <00:17:09.665>will <00:17:09.839>be <00:17:10.015>autonomous.

321
00:17:11.015 --> 00:17:12.075
<00:17:11.015>And <00:17:11.333>in <00:17:11.651>that <00:17:11.969>case,

322
00:17:12.295 --> 00:17:14.915
<00:17:12.295>and <00:17:12.470>only <00:17:12.645>5% <00:17:12.820>be, <00:17:12.995>would <00:17:13.170>be <00:17:13.345>done <00:17:13.520>by <00:17:13.695>human,

323
00:17:14.915 --> 00:17:16.875
<00:17:14.915>whether <00:17:15.148>it's <00:17:15.381>the <00:17:15.615>driver <00:17:15.848>that <00:17:16.081>is <00:17:16.315>monitoring

324
00:17:16.895 --> 00:17:20.915
<00:17:16.895>or <00:17:17.050>in <00:17:17.206>level <00:17:17.361>four, <00:17:17.517>whether, <00:17:17.672>whether <00:17:17.828>it's <00:17:17.983>monitored <00:17:18.139>by, <00:17:18.295>uh,

325
00:17:21.035 --> 00:17:24.235
<00:17:21.035>a <00:17:21.190>teleoperation <00:17:21.346>or <00:17:21.501>by <00:17:21.657>a <00:17:21.812>kind <00:17:21.968>of <00:17:22.123>a <00:17:22.279>monitoring <00:17:22.435>system.

326
00:17:24.935 --> 00:17:27.155
<00:17:24.935>And, <00:17:25.135>and <00:17:25.335>here <00:17:25.534>you <00:17:25.734>can <00:17:25.935>see <00:17:26.135>already <00:17:26.335>in

327
00:17:27.155 --> 00:17:30.715
<00:17:27.155>that <00:17:27.295>in <00:17:27.435>the <00:17:27.575>early <00:17:27.714>stages, <00:17:27.855>the <00:17:27.994>OEMs <00:17:28.135>were <00:17:28.274>spending <00:17:28.415>only <00:17:28.555>one

328
00:17:30.715 --> 00:17:33.475
<00:17:30.715>or <00:17:30.889>2% <00:17:31.064>of <00:17:31.240>their <00:17:31.415>budget <00:17:31.590>into <00:17:31.764>the <00:17:31.939>autonomous <00:17:32.115>drive,

329
00:17:33.475 --> 00:17:36.995
<00:17:33.475>while <00:17:33.630>in <00:17:33.786>the <00:17:33.941>next <00:17:34.097>generation <00:17:34.252>it <00:17:34.408>needs <00:17:34.563>a <00:17:34.719>significant <00:17:34.875>amount

330
00:17:37.015 --> 00:17:38.275
<00:17:37.015>of <00:17:37.298>r <00:17:37.582>and <00:17:37.865>d <00:17:38.149>investment

331
00:17:38.655 --> 00:17:42.595
<00:17:38.655>to <00:17:38.855>develop <00:17:39.055>such <00:17:39.254>autonomous <00:17:39.455>drive <00:17:39.655>features <00:17:39.855>and <00:17:40.055>functionality.

332
00:17:43.015 --> 00:17:45.555
<00:17:43.015>And <00:17:43.190>we <00:17:43.365>will <00:17:43.540>explain <00:17:43.715>in <00:17:43.890>the <00:17:44.065>later, <00:17:44.240>uh, <00:17:44.415>slides

333
00:17:45.575 --> 00:17:49.075
<00:17:45.575>and <00:17:45.750>sections <00:17:45.925>why <00:17:46.100>this <00:17:46.275>is <00:17:46.450>a, <00:17:46.625>a <00:17:46.800>huge <00:17:46.975>gap.

334
00:17:49.185 --> 00:17:53.525
<00:17:49.185>And <00:17:49.325>there <00:17:49.465>is <00:17:49.605>already <00:17:49.745>what <00:17:49.885>we <00:17:50.024>call <00:17:50.165>disruptive <00:17:50.304>change <00:17:50.445>from <00:17:50.585>the

335
00:17:53.525 --> 00:17:55.245
<00:17:53.525>classical <00:17:53.875>and <00:17:54.225>the <00:17:54.575>traditional <00:17:54.925>way

336
00:17:55.245 --> 00:17:57.205
<00:17:55.245>of <00:17:55.524>software <00:17:55.804>development <00:17:56.084>in <00:17:56.364>the <00:17:56.645>car

337
00:17:57.205 --> 00:17:59.925
<00:17:57.205>or <00:17:57.485>automotive <00:17:57.764>development <00:17:58.044>into <00:17:58.324>this <00:17:58.605>new

338
00:17:59.985 --> 00:18:03.205
<00:17:59.985>and <00:18:00.264>modernized <00:18:00.544>development <00:18:00.824>where <00:18:01.104>the, <00:18:01.385>uh,

339
00:18:03.305 --> 00:18:06.205
<00:18:03.305>car <00:18:03.480>will <00:18:03.655>be <00:18:03.830>doing <00:18:04.005>most <00:18:04.180>of <00:18:04.355>the, <00:18:04.530>uh, <00:18:04.705>driving

340
00:18:07.225 --> 00:18:08.765
<00:18:07.225>and <00:18:07.571>it'll <00:18:07.918>be <00:18:08.264>fully <00:18:08.611>automated.

341
00:18:10.265 --> 00:18:13.645
<00:18:10.265>So <00:18:10.420>if <00:18:10.576>we <00:18:10.731>look <00:18:10.887>at <00:18:11.042>our <00:18:11.198>robotic <00:18:11.353>drive, <00:18:11.509>uh, <00:18:11.665>solution,

342
00:18:13.905 --> 00:18:15.405
<00:18:13.905>so <00:18:14.242>quick <00:18:14.580>about <00:18:14.917>the <00:18:15.254>history.

343
00:18:15.425 --> 00:18:19.485
<00:18:15.425>So <00:18:15.565>it <00:18:15.705>was <00:18:15.845>launched <00:18:15.985>in <00:18:16.125>2016, <00:18:16.264>so <00:18:16.405>roughly <00:18:16.544>four <00:18:16.685>years <00:18:16.825>ago,

344
00:18:20.825 --> 00:18:22.845
<00:18:20.825>and <00:18:21.058>we <00:18:21.291>started <00:18:21.525>with <00:18:21.758>one <00:18:21.991>German <00:18:22.225>OEM,

345
00:18:23.065 --> 00:18:25.925
<00:18:23.065>and <00:18:23.240>then <00:18:23.415>we <00:18:23.590>had <00:18:23.765>a <00:18:23.940>big <00:18:24.115>win <00:18:24.290>with <00:18:24.465>BMW,

346
00:18:25.935 --> 00:18:29.485
<00:18:25.935>which <00:18:26.168>was <00:18:26.401>announced <00:18:26.635>in <00:18:26.868>early, <00:18:27.101>uh, <00:18:27.335>2019.

347
00:18:29.805 --> 00:18:32.485
<00:18:29.805>I <00:18:29.960>will <00:18:30.116>give <00:18:30.271>a <00:18:30.427>quick <00:18:30.582>overview <00:18:30.738>about <00:18:30.893>this <00:18:31.049>BMW <00:18:31.205>win.

348
00:18:33.065 --> 00:18:36.565
<00:18:33.065>And <00:18:33.265>then <00:18:33.465>DXC <00:18:33.665>acquired <00:18:33.865>loft <00:18:34.065>in <00:18:34.265>the <00:18:34.465>middle

349
00:18:36.825 --> 00:18:39.925
<00:18:36.825>or <00:18:37.058>the, <00:18:37.291>uh, <00:18:37.525>second <00:18:37.758>quarter <00:18:37.991>of <00:18:38.225>2019.

350
00:18:40.465 --> 00:18:43.485
<00:18:40.465>And <00:18:40.620>then <00:18:40.776>after <00:18:40.931>that, <00:18:41.087>we <00:18:41.242>had <00:18:41.398>a <00:18:41.553>third <00:18:41.709>big <00:18:41.865>win

351
00:18:43.485 --> 00:18:44.845
<00:18:43.485>with <00:18:43.893>a <00:18:44.301>third <00:18:44.709>OEM,

352
00:18:45.545 --> 00:18:49.605
<00:18:45.545>and <00:18:45.700>then <00:18:45.856>we <00:18:46.011>started <00:18:46.167>implementing <00:18:46.322>o <00:18:46.478>uh, <00:18:46.633>our, <00:18:46.789>uh, <00:18:46.945>um,

353
00:18:50.575 --> 00:18:54.485
<00:18:50.575>sites <00:18:50.730>in <00:18:50.886>China <00:18:51.041>with <00:18:51.197>BMW <00:18:51.352>China <00:18:51.508>to <00:18:51.663>support <00:18:51.819>BMW <00:18:51.975>China.

354
00:18:54.665 --> 00:18:58.405
<00:18:54.665>And <00:18:54.805>then <00:18:54.945>we <00:18:55.085>have <00:18:55.225>the <00:18:55.365>acquisition <00:18:55.504>of <00:18:55.645>mour <00:18:55.784>early <00:18:55.925>this <00:18:56.065>year,

355
00:18:58.545 --> 00:19:01.165
<00:18:58.545>and <00:18:58.778>we <00:18:59.011>have <00:18:59.245>some <00:18:59.478>potential <00:18:59.711>tier <00:18:59.945>one

356
00:19:01.165 --> 00:19:04.205
<00:19:01.165>and <00:19:01.365>other <00:19:01.565>OEMs <00:19:01.764>to <00:19:01.965>engage <00:19:02.165>on <00:19:02.365>this <00:19:02.565>platform

357
00:19:04.865 --> 00:19:06.725
<00:19:04.865>during <00:19:05.098>the <00:19:05.331>second <00:19:05.565>half <00:19:05.798>of <00:19:06.031>this <00:19:06.265>year.

358
00:19:07.345 --> 00:19:09.125
<00:19:07.345>And <00:19:07.625>if <00:19:07.905>you <00:19:08.185>can <00:19:08.465>see, <00:19:08.745>currently,

359
00:19:09.125 --> 00:19:13.005
<00:19:09.125>we <00:19:09.325>have <00:19:09.525>roughly <00:19:09.725>4,000 <00:19:09.925>users <00:19:10.125>using <00:19:10.325>this <00:19:10.525>platform

360
00:19:13.275 --> 00:19:17.925
<00:19:13.275>with <00:19:13.475>roughly <00:19:13.675>1,500 <00:19:13.875>experts <00:19:14.075>from <00:19:14.275>our <00:19:14.475>side <00:19:14.675>working

361
00:19:18.065 --> 00:19:21.405
<00:19:18.065>either <00:19:18.240>for <00:19:18.415>the <00:19:18.590>customer <00:19:18.765>development <00:19:18.940>or <00:19:19.115>on <00:19:19.290>the <00:19:19.465>r

362
00:19:21.565 --> 00:19:23.885
<00:19:21.565>and <00:19:22.031>d, <00:19:22.498>um, <00:19:22.965>activities.

363
00:19:24.665 --> 00:19:27.205
<00:19:24.665>And <00:19:24.898>we <00:19:25.131>expect <00:19:25.365>that <00:19:25.598>the <00:19:25.831>platform <00:19:26.065>will,

364
00:19:27.315 --> 00:19:31.325
<00:19:27.315>will <00:19:27.470>manage <00:19:27.626>roughly <00:19:27.781>half <00:19:27.937>exabyte <00:19:28.092>of <00:19:28.248>data <00:19:28.403>by <00:19:28.559>the <00:19:28.715>middle

365
00:19:31.425 --> 00:19:34.005
<00:19:31.425>of <00:19:31.658>2020, <00:19:31.891>which <00:19:32.125>is <00:19:32.358>roughly <00:19:32.591>this <00:19:32.825>timeline.

366
00:19:37.155 --> 00:19:40.615
<00:19:37.155>So <00:19:37.282>if <00:19:37.409>we <00:19:37.536>want <00:19:37.664>to <00:19:37.791>take <00:19:37.918>a <00:19:38.045>look <00:19:38.173>at <00:19:38.300>the <00:19:38.427>BMW <00:19:38.555>project,

367
00:19:40.995 --> 00:19:43.175
<00:19:40.995>so <00:19:41.228>this <00:19:41.461>is <00:19:41.695>what's <00:19:41.928>called <00:19:42.161>D <00:19:42.395>three

368
00:19:43.715 --> 00:19:46.175
<00:19:43.715>and <00:19:44.181>it's <00:19:44.648>IT <00:19:45.115>infrastructure.

369
00:19:46.475 --> 00:19:51.455
<00:19:46.475>So <00:19:46.591>we <00:19:46.708>won <00:19:46.824>this <00:19:46.941>project, <00:19:47.058>as <00:19:47.175>I <00:19:47.291>said, <00:19:47.408>early <00:19:47.524>last <00:19:47.641>year <00:19:47.758>with <00:19:47.875>BMW

370
00:19:51.795 --> 00:19:53.895
<00:19:51.795>to <00:19:52.145>replace <00:19:52.495>their <00:19:52.845>IT <00:19:53.195>infrastructure.

371
00:19:53.995 --> 00:19:55.815
<00:19:53.995>You <00:19:54.228>can <00:19:54.461>see <00:19:54.695>already, <00:19:54.928>uh, <00:19:55.161>a <00:19:55.395>photo

372
00:19:55.915 --> 00:19:57.815
<00:19:55.915>of <00:19:56.115>the <00:19:56.315>data <00:19:56.514>centers <00:19:56.715>that <00:19:56.915>we <00:19:57.115>are <00:19:57.315>building.

373
00:19:58.555 --> 00:20:00.295
<00:19:58.555>Uh, <00:19:58.788>and <00:19:59.021>I <00:19:59.255>will <00:19:59.488>give <00:19:59.721>overview <00:19:59.955>about

374
00:20:00.445 --> 00:20:02.255
<00:20:00.445>what <00:20:00.794>exactly <00:20:01.145>is <00:20:01.495>the <00:20:01.845>solution.

375
00:20:02.515 --> 00:20:05.895
<00:20:02.515>But <00:20:02.642>the <00:20:02.769>idea <00:20:02.896>of <00:20:03.024>this <00:20:03.151>D <00:20:03.278>three <00:20:03.405>is <00:20:03.533>that <00:20:03.660>the <00:20:03.787>goal <00:20:03.915>is

376
00:20:05.895 --> 00:20:09.775
<00:20:05.895>that <00:20:06.050>it <00:20:06.206>needs <00:20:06.361>to <00:20:06.517>process <00:20:06.672>2 <00:20:06.828>million <00:20:06.983>real <00:20:07.139>life <00:20:07.295>kilometer.

377
00:20:10.195 --> 00:20:12.415
<00:20:10.195>So <00:20:10.544>also <00:20:10.895>some <00:20:11.245>quick <00:20:11.595>history

378
00:20:12.435 --> 00:20:14.975
<00:20:12.435>or <00:20:12.610>background <00:20:12.784>for <00:20:12.960>people <00:20:13.135>who <00:20:13.310>are <00:20:13.485>not <00:20:13.659>in <00:20:13.835>automotive

379
00:20:14.975 --> 00:20:16.095
<00:20:14.975>or <00:20:15.311>in <00:20:15.647>autonomous <00:20:15.983>drive.

380
00:20:16.515 --> 00:20:19.735
<00:20:16.515>So <00:20:16.715>most, <00:20:16.915>if <00:20:17.115>not <00:20:17.315>all <00:20:17.515>of <00:20:17.715>the <00:20:17.915>OEMs

381
00:20:19.735 --> 00:20:22.655
<00:20:19.735>and <00:20:19.909>tier <00:20:20.084>ones <00:20:20.260>have <00:20:20.435>cars <00:20:20.610>running <00:20:20.784>on <00:20:20.959>the <00:20:21.135>roads,

382
00:20:22.655 --> 00:20:24.495
<00:20:22.655>whether <00:20:22.888>it's <00:20:23.121>in <00:20:23.355>the <00:20:23.588>us, <00:20:23.821>in <00:20:24.055>Europe

383
00:20:24.715 --> 00:20:29.615
<00:20:24.715>or <00:20:24.842>in <00:20:24.969>Asia, <00:20:25.096>to <00:20:25.224>collect <00:20:25.351>data <00:20:25.478>to <00:20:25.605>use <00:20:25.733>it <00:20:25.860>in <00:20:25.987>the <00:20:26.115>testing

384
00:20:29.835 --> 00:20:31.535
<00:20:29.835>and <00:20:30.185>validation <00:20:30.535>of <00:20:30.885>the <00:20:31.235>software,

385
00:20:31.555 --> 00:20:35.095
<00:20:31.555>and <00:20:31.710>to <00:20:31.866>make <00:20:32.021>sure <00:20:32.177>that <00:20:32.332>the <00:20:32.488>autonomous <00:20:32.643>car, <00:20:32.799>uh, <00:20:32.955>tested

386
00:20:35.445 --> 00:20:37.415
<00:20:35.445>with <00:20:35.911>real <00:20:36.378>life <00:20:36.845>situation.

387
00:20:37.955 --> 00:20:42.255
<00:20:37.955>And <00:20:38.110>they <00:20:38.266>are <00:20:38.421>also <00:20:38.577>producing, <00:20:38.732>uh, <00:20:38.888>what's <00:20:39.043>called <00:20:39.199>virtual <00:20:39.355>data.

388
00:20:42.435 --> 00:20:44.935
<00:20:42.435>And, <00:20:42.590>uh, <00:20:42.746>ULI <00:20:42.901>will <00:20:43.057>explain <00:20:43.212>this <00:20:43.368>in <00:20:43.523>the <00:20:43.679>next <00:20:43.835>section.

389
00:20:45.595 --> 00:20:48.405
<00:20:45.595>But <00:20:45.750>the <00:20:45.906>idea <00:20:46.061>of <00:20:46.217>this <00:20:46.372>platform <00:20:46.528>is <00:20:46.683>that <00:20:46.839>it <00:20:46.995>needs

390
00:20:48.425 --> 00:20:51.685
<00:20:48.425>to <00:20:48.600>manage <00:20:48.774>roughly <00:20:48.950>2 <00:20:49.125>million <00:20:49.300>of <00:20:49.475>real <00:20:49.649>life <00:20:49.825>kilometers

391
00:20:51.685 --> 00:20:54.525
<00:20:51.685>that <00:20:51.885>have <00:20:52.085>been <00:20:52.284>DR <00:20:52.485>driven <00:20:52.685>by, <00:20:52.885>uh, <00:20:53.085>cars

392
00:20:55.065 --> 00:20:57.365
<00:20:55.065>and <00:20:55.531>roughly <00:20:55.998>240 <00:20:56.465>million

393
00:20:57.585 --> 00:20:59.525
<00:20:57.585>of <00:20:57.935>virtual <00:20:58.285>kilometers <00:20:58.635>generated <00:20:58.985>from

394
00:20:59.525 --> 00:21:00.565
<00:20:59.525>the <00:20:59.993>virtual <00:21:00.461>environment.

395
00:21:01.385 --> 00:21:04.765
<00:21:01.385>And <00:21:01.525>here, <00:21:01.665>as, <00:21:01.805>as <00:21:01.945>you <00:21:02.085>can <00:21:02.225>see, <00:21:02.365>the <00:21:02.504>daily <00:21:02.645>collection <00:21:02.785>is

396
00:21:04.765 --> 00:21:09.125
<00:21:04.765>around <00:21:04.940>roughly <00:21:05.115>1.5 <00:21:05.290>terabyte <00:21:05.465>of <00:21:05.640>raw <00:21:05.815>data <00:21:05.990>that <00:21:06.165>needs

397
00:21:09.145 --> 00:21:10.805
<00:21:09.145>to <00:21:09.611>be <00:21:10.078>collected, <00:21:10.545>stored,

398
00:21:10.945 --> 00:21:13.045
<00:21:10.945>and <00:21:11.294>managed <00:21:11.645>with <00:21:11.995>this <00:21:12.345>platform

399
00:21:13.995 --> 00:21:16.005
<00:21:13.995>with <00:21:14.461>roughly <00:21:14.928>50 <00:21:15.395>terabytes

400
00:21:16.645 --> 00:21:18.805
<00:21:16.645>provided <00:21:16.845>to <00:21:17.045>the <00:21:17.245>health <00:21:17.445>station <00:21:17.645>every <00:21:17.845>two <00:21:18.045>weeks.

401
00:21:20.425 --> 00:21:22.725
<00:21:20.425>And <00:21:20.580>you <00:21:20.736>can, <00:21:20.891>I <00:21:21.047>will <00:21:21.202>leave <00:21:21.358>you <00:21:21.513>with <00:21:21.669>this <00:21:21.825>slide.

402
00:21:22.725 --> 00:21:24.965
<00:21:22.725>You <00:21:22.899>can <00:21:23.074>also <00:21:23.250>see <00:21:23.425>about <00:21:23.600>the <00:21:23.774>other <00:21:23.949>features <00:21:24.125>like

403
00:21:24.965 --> 00:21:27.605
<00:21:24.965>multi-tenants, <00:21:25.314>like <00:21:25.665>complete <00:21:26.014>data <00:21:26.365>pipeline,

404
00:21:27.745 --> 00:21:30.485
<00:21:27.745>and <00:21:27.900>it, <00:21:28.056>we <00:21:28.211>set <00:21:28.367>it <00:21:28.522>up <00:21:28.678>this <00:21:28.833>in <00:21:28.989>three <00:21:29.145>months.

405
00:21:30.635 --> 00:21:34.245
<00:21:30.635>This, <00:21:30.868>uh, <00:21:31.101>infrastructure <00:21:31.335>and, <00:21:31.568>uh, <00:21:31.801>data <00:21:32.035>center.

406
00:21:34.355 --> 00:21:35.605
<00:21:34.355>It's <00:21:34.580>not <00:21:34.805>only <00:21:35.030>a <00:21:35.255>data <00:21:35.480>center.

407
00:21:36.225 --> 00:21:38.165
<00:21:36.225>So <00:21:36.425>if <00:21:36.625>I <00:21:36.824>go <00:21:37.024>into <00:21:37.225>the <00:21:37.425>next <00:21:37.625>slide,

408
00:21:38.555 --> 00:21:40.965
<00:21:38.555>this <00:21:38.835>is <00:21:39.115>a <00:21:39.395>robotic <00:21:39.675>drive <00:21:39.955>solution.

409
00:21:41.585 --> 00:21:43.565
<00:21:41.585>So <00:21:41.785>we, <00:21:41.985>if <00:21:42.185>we <00:21:42.385>start <00:21:42.585>from <00:21:42.785>the <00:21:42.985>bottom,

410
00:21:43.865 --> 00:21:47.245
<00:21:43.865>it <00:21:44.098>provide <00:21:44.331>a <00:21:44.565>geographical <00:21:44.798>distributed <00:21:45.031>data <00:21:45.265>lake,

411
00:21:47.505 --> 00:21:50.005
<00:21:47.505>and <00:21:47.660>you <00:21:47.816>can <00:21:47.971>already <00:21:48.127>see <00:21:48.282>the <00:21:48.438>logos <00:21:48.593>of <00:21:48.749>the <00:21:48.905>partners

412
00:21:50.275 --> 00:21:53.805
<00:21:50.275>that <00:21:50.450>we <00:21:50.625>are <00:21:50.800>working <00:21:50.975>with <00:21:51.150>to <00:21:51.325>provide <00:21:51.500>this <00:21:51.675>solution.

413
00:21:54.505 --> 00:21:57.405
<00:21:54.505>So <00:21:54.645>the <00:21:54.785>idea, <00:21:54.925>as <00:21:55.065>I <00:21:55.205>explained <00:21:55.345>in <00:21:55.485>the <00:21:55.625>previous <00:21:55.765>slide <00:21:55.905>is

414
00:21:57.405 --> 00:22:00.685
<00:21:57.405>that <00:21:57.532>you <00:21:57.659>will <00:21:57.786>need <00:21:57.914>to, <00:21:58.041>you <00:21:58.168>have <00:21:58.295>already <00:21:58.423>your <00:21:58.550>cars <00:21:58.677>running <00:21:58.805>in

415
00:22:00.845 --> 00:22:04.285
<00:22:00.845>the <00:22:01.000>different <00:22:01.156>location <00:22:01.311>in <00:22:01.467>US, <00:22:01.622>in <00:22:01.778>Europe <00:22:01.933>or <00:22:02.089>in <00:22:02.245>Asia,

416
00:22:04.705 --> 00:22:07.925
<00:22:04.705>and <00:22:04.905>then <00:22:05.105>you <00:22:05.304>have <00:22:05.504>data <00:22:05.705>centers <00:22:05.905>in <00:22:06.105>Europe

417
00:22:08.105 --> 00:22:10.005
<00:22:08.105>and <00:22:08.338>in <00:22:08.571>Asia <00:22:08.805>to <00:22:09.038>store <00:22:09.271>those <00:22:09.505>data.

418
00:22:10.345 --> 00:22:14.165
<00:22:10.345>So <00:22:10.472>you'll <00:22:10.599>need <00:22:10.726>to <00:22:10.854>collect <00:22:10.981>the <00:22:11.108>data, <00:22:11.235>you <00:22:11.363>will <00:22:11.490>need <00:22:11.617>to <00:22:11.745>ingest

419
00:22:14.265 --> 00:22:18.685
<00:22:14.265>or <00:22:14.420>copy <00:22:14.576>them <00:22:14.731>from <00:22:14.887>those <00:22:15.042>cars <00:22:15.198>into <00:22:15.353>the <00:22:15.509>data <00:22:15.665>centers,

420
00:22:19.705 --> 00:22:23.285
<00:22:19.705>and <00:22:19.879>then <00:22:20.054>provide <00:22:20.230>them <00:22:20.405>to <00:22:20.580>your, <00:22:20.754>uh, <00:22:20.929>software <00:22:21.105>development.

421
00:22:23.665 --> 00:22:26.925
<00:22:23.665>So <00:22:23.792>here, <00:22:23.919>as <00:22:24.046>I <00:22:24.174>said, <00:22:24.301>we <00:22:24.428>are <00:22:24.555>providing <00:22:24.683>data <00:22:24.810>centers <00:22:24.937>in <00:22:25.065>Europe

422
00:22:27.025 --> 00:22:31.325
<00:22:27.025>and <00:22:27.200>in <00:22:27.375>Asia, <00:22:27.550>and <00:22:27.725>we <00:22:27.900>provide <00:22:28.075>smart <00:22:28.250>inges <00:22:28.425>stations

423
00:22:31.555 --> 00:22:34.685
<00:22:31.555>that <00:22:31.710>allow <00:22:31.866>the, <00:22:32.021>that <00:22:32.177>you <00:22:32.332>don't, <00:22:32.488>you <00:22:32.643>have <00:22:32.799>your <00:22:32.955>card

424
00:22:34.685 --> 00:22:38.285
<00:22:34.685>to <00:22:34.885>upload <00:22:35.085>this <00:22:35.284>via, <00:22:35.485>uh, <00:22:35.685>4G <00:22:35.885>or <00:22:36.085>5G.

425
00:22:38.625 --> 00:22:43.045
<00:22:38.625>And <00:22:38.780>instead <00:22:38.936>we, <00:22:39.091>we <00:22:39.247>provide <00:22:39.402>the, <00:22:39.558>uh, <00:22:39.713>smart <00:22:39.869>ingest <00:22:40.025>stations

426
00:22:43.045 --> 00:22:46.805
<00:22:43.045>that <00:22:43.172>are <00:22:43.299>mobile <00:22:43.426>so <00:22:43.554>that <00:22:43.681>you, <00:22:43.808>they <00:22:43.935>can <00:22:44.063>be, <00:22:44.190>uh, <00:22:44.317>moved, <00:22:44.445>uh,

427
00:22:46.805 --> 00:22:49.085
<00:22:46.805>depending <00:22:46.960>on <00:22:47.116>the <00:22:47.271>location, <00:22:47.427>whether <00:22:47.582>you <00:22:47.738>have <00:22:47.893>coverage <00:22:48.049>or <00:22:48.205>not.

428
00:22:49.305 --> 00:22:54.165
<00:22:49.305>And <00:22:49.460>also <00:22:49.616>static <00:22:49.771>ingests <00:22:49.927>for <00:22:50.082>the <00:22:50.238>big <00:22:50.393>data, <00:22:50.549>uh, <00:22:50.705>copying.

429
00:22:54.585 --> 00:22:58.405
<00:22:54.585>And, <00:22:54.712>uh, <00:22:54.839>this, <00:22:54.966>as <00:22:55.094>I <00:22:55.221>said, <00:22:55.348>is <00:22:55.475>every <00:22:55.603>day <00:22:55.730>you <00:22:55.857>have, <00:22:55.985>uh,

430
00:22:58.435 --> 00:23:00.845
<00:22:58.435>terabytes <00:22:58.590>and <00:22:58.746>terabytes <00:22:58.901>of <00:22:59.057>data <00:22:59.212>that <00:22:59.368>you <00:22:59.523>need <00:22:59.679>to <00:22:59.835>copy

431
00:23:00.905 --> 00:23:04.085
<00:23:00.905>and <00:23:01.105>store <00:23:01.305>in <00:23:01.504>this, <00:23:01.705>uh, <00:23:01.905>distributed <00:23:02.105>data <00:23:02.305>lake.

432
00:23:04.985 --> 00:23:09.365
<00:23:04.985>Um, <00:23:05.140>and <00:23:05.296>then <00:23:05.451>you <00:23:05.607>provide <00:23:05.762>this <00:23:05.918>data, <00:23:06.073>uh, <00:23:06.229>using, <00:23:06.385>uh,

433
00:23:09.505 --> 00:23:12.045
<00:23:09.505>the <00:23:09.785>data <00:23:10.065>platform <00:23:10.345>into <00:23:10.625>your <00:23:10.905>containerized

434
00:23:12.065 --> 00:23:14.325
<00:23:12.065>or <00:23:12.345>into <00:23:12.625>the <00:23:12.905>containerized <00:23:13.185>computing <00:23:13.465>platform,

435
00:23:14.375 --> 00:23:17.405
<00:23:14.375>which <00:23:14.608>operates <00:23:14.841>using, <00:23:15.075>uh, <00:23:15.308>red <00:23:15.541>Hat <00:23:15.775>OpenShift

436
00:23:17.545 --> 00:23:21.325
<00:23:17.545>and <00:23:17.685>have <00:23:17.825>Nvidia <00:23:17.965>GPUs <00:23:18.105>in <00:23:18.245>them <00:23:18.385>where <00:23:18.525>you <00:23:18.665>will <00:23:18.805>run <00:23:18.945>your,

437
00:23:21.745 --> 00:23:24.885
<00:23:21.745>you <00:23:21.900>will <00:23:22.056>do <00:23:22.211>all <00:23:22.367>your <00:23:22.522>closed <00:23:22.678>loop, <00:23:22.833>open <00:23:22.989>loop <00:23:23.145>simulation

438
00:23:24.885 --> 00:23:26.845
<00:23:24.885>and <00:23:25.118>testing <00:23:25.351>and <00:23:25.585>do <00:23:25.818>your <00:23:26.051>deep <00:23:26.285>learning

439
00:23:27.025 --> 00:23:29.365
<00:23:27.025>for <00:23:27.375>your <00:23:27.725>machine <00:23:28.075>learning <00:23:28.425>algorithms.

440
00:23:29.985 --> 00:23:33.085
<00:23:29.985>On <00:23:30.185>top <00:23:30.385>of <00:23:30.584>that, <00:23:30.784>we <00:23:30.985>provide <00:23:31.185>the <00:23:31.385>A-D-A-D-D-F,

441
00:23:33.085 --> 00:23:34.725
<00:23:33.085>which <00:23:33.365>is <00:23:33.645>the <00:23:33.925>ad <00:23:34.205>development <00:23:34.485>factory.

442
00:23:34.825 --> 00:23:37.205
<00:23:34.825>So <00:23:35.105>this <00:23:35.385>are <00:23:35.665>the <00:23:35.945>CICD <00:23:36.225>pipelines

443
00:23:37.545 --> 00:23:39.285
<00:23:37.545>for <00:23:38.011>your <00:23:38.478>engineering <00:23:38.945>workflow.

444
00:23:39.865 --> 00:23:42.685
<00:23:39.865>And <00:23:40.020>on <00:23:40.176>top <00:23:40.331>of <00:23:40.487>this, <00:23:40.642>we <00:23:40.798>provide <00:23:40.953>the <00:23:41.109>functional <00:23:41.265>testing

445
00:23:42.705 --> 00:23:43.925
<00:23:42.705>and <00:23:43.071>validation <00:23:43.437>and <00:23:43.803>safe

446
00:23:43.925 --> 00:23:45.700
<00:23:43.925>and <00:23:44.274>robot <00:23:44.625>vehicle <00:23:44.975>integration <00:23:45.325>pillars.

447
00:23:45.985 --> 00:23:48.685
<00:23:45.985>And <00:23:46.140>you <00:23:46.296>can <00:23:46.451>see <00:23:46.607>also <00:23:46.762>one <00:23:46.918>of <00:23:47.073>our <00:23:47.229>partners, <00:23:47.385>ANSYS,

448
00:23:48.685 --> 00:23:51.485
<00:23:48.685>which <00:23:48.860>provides <00:23:49.034>some <00:23:49.210>of, <00:23:49.385>uh, <00:23:49.560>or <00:23:49.735>the <00:23:49.909>simulation <00:23:50.085>tools

449
00:23:51.625 --> 00:23:53.805
<00:23:51.625>and, <00:23:51.858>uh, <00:23:52.091>the <00:23:52.325>ECU <00:23:52.558>virtual <00:23:52.791>transition <00:23:53.025>tools.

450
00:23:55.545 --> 00:23:58.925
<00:23:55.545>Um, <00:23:55.745>so <00:23:55.945>quickly <00:23:56.145>to <00:23:56.345>go <00:23:56.545>over <00:23:56.745>it <00:23:56.945>again.

451
00:23:58.945 --> 00:24:01.565
<00:23:58.945>So <00:23:59.294>the <00:23:59.645>idea <00:23:59.995>is <00:24:00.345>OEMs

452
00:24:01.565 --> 00:24:04.205
<00:24:01.565>and <00:24:01.720>T <00:24:01.876>ones <00:24:02.031>have <00:24:02.187>cars <00:24:02.342>running <00:24:02.498>all <00:24:02.653>over <00:24:02.809>the <00:24:02.965>world

453
00:24:04.305 --> 00:24:05.525
<00:24:04.305>to <00:24:04.671>collect <00:24:05.037>live <00:24:05.403>data.

454
00:24:06.305 --> 00:24:10.995
<00:24:06.305>So <00:24:06.480>we, <00:24:06.655>with <00:24:06.830>our <00:24:07.005>robotic <00:24:07.180>drive <00:24:07.355>solution, <00:24:07.530>provide <00:24:07.705>a,

455
00:24:11.115 --> 00:24:15.555
<00:24:11.115>a <00:24:11.270>solution <00:24:11.426>from <00:24:11.581>the <00:24:11.737>stor, <00:24:11.892>starting <00:24:12.048>with <00:24:12.203>copying <00:24:12.359>the <00:24:12.515>data

456
00:24:15.695 --> 00:24:20.315
<00:24:15.695>to <00:24:15.850>storing <00:24:16.006>it <00:24:16.161>onto <00:24:16.317>either <00:24:16.472>on <00:24:16.628>premise <00:24:16.783>at <00:24:16.939>the <00:24:17.095>customers

457
00:24:20.455 --> 00:24:22.475
<00:24:20.455>or <00:24:20.629>if <00:24:20.804>they <00:24:20.980>wanted <00:24:21.155>to <00:24:21.330>run <00:24:21.504>on <00:24:21.679>a <00:24:21.855>public

458
00:24:22.535 --> 00:24:25.555
<00:24:22.535>or <00:24:22.675>to <00:24:22.815>be <00:24:22.955>stored <00:24:23.095>in <00:24:23.235>public <00:24:23.375>cloud <00:24:23.515>or <00:24:23.655>in <00:24:23.795>hybrid <00:24:23.935>solution.

459
00:24:25.975 --> 00:24:27.275
<00:24:25.975>And <00:24:26.560>then <00:24:27.145>provide

460
00:24:27.295 --> 00:24:29.835
<00:24:27.295>and <00:24:27.470>create <00:24:27.645>an <00:24:27.820>environment <00:24:27.995>where <00:24:28.170>they <00:24:28.345>will <00:24:28.520>be <00:24:28.695>able

461
00:24:29.835 --> 00:24:33.715
<00:24:29.835>to <00:24:30.035>develop <00:24:30.235>their <00:24:30.435>software <00:24:30.635>and <00:24:30.835>machine <00:24:31.035>learning <00:24:31.235>algorithms

462
00:24:33.815 --> 00:24:36.195
<00:24:33.815>and <00:24:34.048>do <00:24:34.281>all <00:24:34.515>the <00:24:34.748>software <00:24:34.981>testing <00:24:35.215>up

463
00:24:36.215 --> 00:24:39.715
<00:24:36.215>to <00:24:36.448>the <00:24:36.681>deployment <00:24:36.915>into <00:24:37.148>the, <00:24:37.381>uh, <00:24:37.615>vehicles

464
00:24:39.735 --> 00:24:41.155
<00:24:39.735>to <00:24:40.054>do <00:24:40.374>the <00:24:40.693>road <00:24:41.013>testing.

465
00:24:42.935 --> 00:24:47.555
<00:24:42.935>If <00:24:43.090>we <00:24:43.246>go <00:24:43.401>into, <00:24:43.557>uh, <00:24:43.712>a <00:24:43.868>little <00:24:44.023>more <00:24:44.179>details <00:24:44.335>about,

466
00:24:48.055 --> 00:24:49.155
<00:24:48.055>so <00:24:48.302>each <00:24:48.550>of <00:24:48.797>those <00:24:49.045>pillar,

467
00:24:49.495 --> 00:24:54.395
<00:24:49.495>so <00:24:49.650>we <00:24:49.806>have <00:24:49.961>the <00:24:50.117>robotic <00:24:50.272>drive <00:24:50.428>core <00:24:50.583>platform, <00:24:50.739>which <00:24:50.895>consists

468
00:24:54.395 --> 00:24:57.955
<00:24:54.395>of <00:24:54.550>this <00:24:54.706>geo <00:24:54.861>distributed <00:24:55.017>data <00:24:55.172>lake, <00:24:55.328>which <00:24:55.483>as <00:24:55.639>I <00:24:55.795>said,

469
00:24:58.065 --> 00:25:00.515
<00:24:58.065>it's <00:24:58.415>about <00:24:58.765>the <00:24:59.115>data <00:24:59.465>centers

470
00:25:00.855 --> 00:25:04.275
<00:25:00.855>or <00:25:01.055>the, <00:25:01.255>uh, <00:25:01.455>storage, <00:25:01.655>which <00:25:01.855>could <00:25:02.055>be <00:25:02.255>on-premise

471
00:25:04.275 --> 00:25:06.795
<00:25:04.275>or <00:25:04.430>the <00:25:04.586>service, <00:25:04.741>which <00:25:04.897>could <00:25:05.052>be <00:25:05.208>on-premise <00:25:05.363>or <00:25:05.519>public <00:25:05.675>cloud

472
00:25:06.935 --> 00:25:08.315
<00:25:06.935>or <00:25:07.349>a <00:25:07.763>hybrid <00:25:08.177>solution.

473
00:25:08.335 --> 00:25:11.475
<00:25:08.335>So <00:25:08.568>we <00:25:08.801>already <00:25:09.035>support <00:25:09.268>the <00:25:09.501>three <00:25:09.735>scenarios.

474
00:25:12.095 --> 00:25:14.955
<00:25:12.095>Uh, <00:25:12.445>we <00:25:12.795>also <00:25:13.145>provide <00:25:13.495>multi-tenancy

475
00:25:14.955 --> 00:25:17.795
<00:25:14.955>because <00:25:15.095>usually <00:25:15.235>this <00:25:15.375>data <00:25:15.514>you <00:25:15.655>don't <00:25:15.794>need, <00:25:15.935>you <00:25:16.074>don't <00:25:16.215>want <00:25:16.355>it

476
00:25:17.995 --> 00:25:19.515
<00:25:17.995>to <00:25:18.337>be <00:25:18.679>available <00:25:19.021>to <00:25:19.363>everyone

477
00:25:19.515 --> 00:25:23.875
<00:25:19.515>because <00:25:19.642>especially <00:25:19.769>if, <00:25:19.896>if <00:25:20.024>it's <00:25:20.151>for <00:25:20.278>the <00:25:20.405>an <00:25:20.533>OEM, <00:25:20.660>then <00:25:20.787>he <00:25:20.915>has,

478
00:25:24.415 --> 00:25:27.875
<00:25:24.415>he <00:25:24.555>needs <00:25:24.695>to <00:25:24.835>provide <00:25:24.975>specific <00:25:25.115>data <00:25:25.254>to <00:25:25.395>like <00:25:25.534>the <00:25:25.675>tier <00:25:25.815>ones

479
00:25:27.875 --> 00:25:30.035
<00:25:27.875>who <00:25:28.075>will <00:25:28.275>develop <00:25:28.475>some <00:25:28.675>parts <00:25:28.875>of <00:25:29.075>the <00:25:29.275>software

480
00:25:30.095 --> 00:25:32.075
<00:25:30.095>or <00:25:30.445>even <00:25:30.795>for <00:25:31.145>service <00:25:31.495>companies.

481
00:25:32.375 --> 00:25:36.635
<00:25:32.375>So <00:25:32.550>we <00:25:32.725>have <00:25:32.900>the <00:25:33.075>multitenancy <00:25:33.250>solution <00:25:33.425>to <00:25:33.600>allow, <00:25:33.775>um,

482
00:25:37.855 --> 00:25:42.555
<00:25:37.855>uh, <00:25:38.030>providing <00:25:38.205>specific <00:25:38.380>access <00:25:38.555>rights <00:25:38.730>to <00:25:38.905>the <00:25:39.080>different <00:25:39.255>users.

483
00:25:43.575 --> 00:25:46.675
<00:25:43.575>And <00:25:43.775>we <00:25:43.975>have <00:25:44.175>the <00:25:44.375>containerized <00:25:44.575>computing <00:25:44.775>cluster <00:25:44.975>with,

484
00:25:46.815 --> 00:25:49.395
<00:25:46.815>as <00:25:47.015>I <00:25:47.215>said, <00:25:47.415>red <00:25:47.615>Hatch <00:25:47.815>OpenShift <00:25:48.015>to <00:25:48.215>allow

485
00:25:49.415 --> 00:25:52.115
<00:25:49.415>to <00:25:49.648>run <00:25:49.881>all <00:25:50.115>your <00:25:50.348>development <00:25:50.581>and <00:25:50.815>testing

486
00:25:52.215 --> 00:25:56.435
<00:25:52.215>and <00:25:52.355>deep <00:25:52.495>learning <00:25:52.635>in, <00:25:52.774>uh, <00:25:52.915>in <00:25:53.054>a <00:25:53.195>containerized, <00:25:53.334>uh, <00:25:53.475>on, <00:25:53.615>on,

487
00:25:56.575 --> 00:25:58.195
<00:25:56.575>on, <00:25:57.041>uh, <00:25:57.508>at <00:25:57.975>scale.

488
00:25:59.135 --> 00:26:01.235
<00:25:59.135>And, <00:25:59.335>and <00:25:59.535>at <00:25:59.735>the <00:25:59.935>end, <00:26:00.135>we <00:26:00.335>provide <00:26:00.535>this

489
00:26:01.255 --> 00:26:02.435
<00:26:01.255>as <00:26:01.609>full <00:26:01.963>managed <00:26:02.317>service.

490
00:26:02.655 --> 00:26:05.155
<00:26:02.655>So <00:26:02.830>we <00:26:03.004>guarantee, <00:26:03.180>and, <00:26:03.355>sorry, <00:26:03.530>I <00:26:03.705>skipped <00:26:03.879>this <00:26:04.055>here.

491
00:26:05.215 --> 00:26:09.195
<00:26:05.215>So <00:26:05.415>we <00:26:05.615>provide <00:26:05.814>also <00:26:06.014>service <00:26:06.215>desk, <00:26:06.415>uh, <00:26:06.615>support

492
00:26:09.535 --> 00:26:12.555
<00:26:09.535>and <00:26:09.885>application <00:26:10.235>developers <00:26:10.585>teams, <00:26:10.935>uh,

493
00:26:12.555 --> 00:26:14.795
<00:26:12.555>to <00:26:12.905>our <00:26:13.255>customers <00:26:13.605>application <00:26:13.955>developer

494
00:26:14.795 --> 00:26:15.995
<00:26:14.795>to <00:26:15.065>do <00:26:15.335>the <00:26:15.605>software <00:26:15.875>development

495
00:26:15.995 --> 00:26:18.395
<00:26:15.995>or <00:26:16.274>machine <00:26:16.554>learning, <00:26:16.834>uh, <00:26:17.114>uh, <00:26:17.395>development.

496
00:26:18.735 --> 00:26:23.115
<00:26:18.735>And <00:26:18.875>we <00:26:19.014>provide, <00:26:19.155>we <00:26:19.294>have <00:26:19.435>service <00:26:19.574>desk <00:26:19.715>for <00:26:19.854>24 <00:26:19.995>7 <00:26:20.135>support

497
00:26:23.335 --> 00:26:25.355
<00:26:23.335>to <00:26:23.535>make <00:26:23.735>sure <00:26:23.935>that <00:26:24.135>this <00:26:24.335>system <00:26:24.535>is <00:26:24.735>up

498
00:26:25.375 --> 00:26:29.315
<00:26:25.375>and, <00:26:25.530>uh, <00:26:25.686>running <00:26:25.841>in <00:26:25.997>on <00:26:26.152>all <00:26:26.308>the <00:26:26.463>different <00:26:26.619>time <00:26:26.775>zones.

499
00:26:31.135 --> 00:26:33.715
<00:26:31.135>And <00:26:31.335>this <00:26:31.535>is <00:26:31.735>the <00:26:31.935>robotic <00:26:32.135>drive <00:26:32.335>core <00:26:32.535>platform.

500
00:26:33.895 --> 00:26:37.595
<00:26:33.895>On <00:26:34.050>top <00:26:34.206>of <00:26:34.361>that, <00:26:34.517>we <00:26:34.672>have <00:26:34.828>the <00:26:34.983>data-driven <00:26:35.139>development <00:26:35.295>pillars.

501
00:26:37.975 --> 00:26:39.915
<00:26:37.975>We <00:26:38.175>have <00:26:38.375>the <00:26:38.574>functional <00:26:38.774>testing <00:26:38.975>and <00:26:39.175>the <00:26:39.375>safe

502
00:26:39.915 --> 00:26:41.275
<00:26:39.915>and <00:26:40.323>robot <00:26:40.731>vehicle <00:26:41.139>integration.

503
00:26:41.695 --> 00:26:45.885
<00:26:41.695>So <00:26:41.811>if <00:26:41.928>we <00:26:42.044>look <00:26:42.161>at <00:26:42.278>the <00:26:42.395>data <00:26:42.511>driven, <00:26:42.628>we <00:26:42.745>have <00:26:42.861>our <00:26:42.978>managed <00:26:43.095>ingest

504
00:26:46.185 --> 00:26:47.645
<00:26:46.185>and <00:26:46.623>search <00:26:47.061>and <00:26:47.499>analyze.

505
00:26:47.905 --> 00:26:50.285
<00:26:47.905>So <00:26:48.080>the <00:26:48.254>managed <00:26:48.430>ingest, <00:26:48.605>as <00:26:48.780>I <00:26:48.955>said, <00:26:49.129>it <00:26:49.305>consists

506
00:26:50.285 --> 00:26:53.045
<00:26:50.285>of <00:26:50.485>the <00:26:50.685>smart <00:26:50.885>inges <00:26:51.085>stations, <00:26:51.285>which <00:26:51.485>are <00:26:51.685>mobile

507
00:26:53.345 --> 00:26:54.405
<00:26:53.345>or, <00:26:53.822>uh, <00:26:54.299>static.

508
00:26:54.905 --> 00:26:58.445
<00:26:54.905>And <00:26:55.080>we <00:26:55.254>have <00:26:55.430>our <00:26:55.605>ana, <00:26:55.780>uh, <00:26:55.955>smart <00:26:56.129>analy <00:26:56.305>analyzer,

509
00:26:58.615 --> 00:27:01.925
<00:26:58.615>which <00:26:58.815>allows <00:26:59.015>early <00:26:59.215>access <00:26:59.415>to <00:26:59.615>the <00:26:59.815>raw <00:27:00.015>data.

510
00:27:02.065 --> 00:27:05.565
<00:27:02.065>So <00:27:02.192>for <00:27:02.319>example, <00:27:02.446>you <00:27:02.574>want, <00:27:02.701>uh, <00:27:02.828>you, <00:27:02.955>you, <00:27:03.083>you, <00:27:03.210>uh, <00:27:03.337>the <00:27:03.465>OEMs

511
00:27:05.565 --> 00:27:08.885
<00:27:05.565>or <00:27:05.740>tier <00:27:05.915>ones <00:27:06.090>want <00:27:06.265>to <00:27:06.440>get <00:27:06.615>a <00:27:06.790>new <00:27:06.965>data,

512
00:27:09.075 --> 00:27:10.445
<00:27:09.075>then <00:27:09.321>they <00:27:09.568>can <00:27:09.814>have <00:27:10.061>a <00:27:10.308>job

513
00:27:10.745 --> 00:27:15.365
<00:27:10.745>or <00:27:10.852>ask <00:27:10.960>for <00:27:11.068>a <00:27:11.175>car <00:27:11.283>to <00:27:11.391>go <00:27:11.498>process <00:27:11.606>some <00:27:11.714>data <00:27:11.821>in <00:27:11.929>a <00:27:12.037>specific, <00:27:12.145>uh,

514
00:27:15.435 --> 00:27:19.165
<00:27:15.435>area <00:27:15.562>or <00:27:15.689>in <00:27:15.816>a <00:27:15.944>specific, <00:27:16.071>uh, <00:27:16.198>uh, <00:27:16.325>or <00:27:16.453>in <00:27:16.580>a <00:27:16.707>specific <00:27:16.835>condition.

515
00:27:19.545 --> 00:27:22.725
<00:27:19.545>And <00:27:19.745>then <00:27:19.945>once <00:27:20.145>the <00:27:20.345>data <00:27:20.545>is <00:27:20.745>stored, <00:27:20.945>the,

516
00:27:22.945 --> 00:27:25.405
<00:27:22.945>the <00:27:23.178>developers <00:27:23.411>can <00:27:23.645>directly <00:27:23.878>access <00:27:24.111>those <00:27:24.345>data

517
00:27:25.425 --> 00:27:26.845
<00:27:25.425>before <00:27:25.851>it's <00:27:26.277>being <00:27:26.703>processed

518
00:27:26.865 --> 00:27:28.725
<00:27:26.865>and <00:27:27.098>stored <00:27:27.331>on, <00:27:27.565>uh, <00:27:27.798>the <00:27:28.031>data <00:27:28.265>lake.

519
00:27:29.385 --> 00:27:32.325
<00:27:29.385>And <00:27:29.540>then <00:27:29.696>we <00:27:29.851>pro <00:27:30.007>we <00:27:30.162>have <00:27:30.318>our <00:27:30.473>managed <00:27:30.629>machine <00:27:30.785>learning

520
00:27:32.805 --> 00:27:35.805
<00:27:32.805>solution, <00:27:33.085>which <00:27:33.365>allow <00:27:33.645>testing <00:27:33.925>the <00:27:34.205>AI

521
00:27:36.025 --> 00:27:38.485
<00:27:36.025>and <00:27:36.258>the <00:27:36.491>neur <00:27:36.725>networks <00:27:36.958>using <00:27:37.191>those <00:27:37.425>data.

522
00:27:39.305 --> 00:27:42.165
<00:27:39.305>We <00:27:39.505>also <00:27:39.705>have <00:27:39.905>labeling <00:27:40.105>and <00:27:40.305>ground <00:27:40.505>truth <00:27:40.705>solution

523
00:27:42.315 --> 00:27:45.285
<00:27:42.315>because <00:27:42.455>at <00:27:42.595>the <00:27:42.735>end, <00:27:42.875>when <00:27:43.015>you <00:27:43.155>gather <00:27:43.295>this <00:27:43.435>data, <00:27:43.575>you <00:27:43.715>need

524
00:27:45.285 --> 00:27:47.685
<00:27:45.285>to <00:27:45.518>label <00:27:45.751>and <00:27:45.985>do, <00:27:46.218>uh, <00:27:46.451>ground <00:27:46.685>truth.

525
00:27:48.225 --> 00:27:53.045
<00:27:48.225>So <00:27:48.341>we <00:27:48.458>have <00:27:48.574>our <00:27:48.691>solution <00:27:48.808>in <00:27:48.925>this <00:27:49.041>area, <00:27:49.158>uh, <00:27:49.274>to <00:27:49.391>do <00:27:49.508>the <00:27:49.625>labeling

526
00:27:53.045 --> 00:27:54.805
<00:27:53.045>and <00:27:53.325>ground <00:27:53.605>truth <00:27:53.885>and <00:27:54.165>also <00:27:54.445>provide

527
00:27:55.085 --> 00:27:56.405
<00:27:55.085>engineering <00:27:55.382>service <00:27:55.679>in <00:27:55.976>this <00:27:56.273>area.

528
00:27:57.225 --> 00:28:00.845
<00:27:57.225>And <00:27:57.380>then <00:27:57.536>of <00:27:57.691>course, <00:27:57.847>the <00:27:58.002>data <00:27:58.158>lifecycle <00:27:58.313>and, <00:27:58.469>uh, <00:27:58.625>operation.

529
00:28:01.355 --> 00:28:03.125
<00:28:01.355>Then <00:28:01.555>if <00:28:01.755>we <00:28:01.955>look <00:28:02.155>at <00:28:02.355>the <00:28:02.555>functional <00:28:02.755>test

530
00:28:03.125 --> 00:28:05.685
<00:28:03.125>and <00:28:03.300>validation, <00:28:03.475>I <00:28:03.650>will <00:28:03.825>go <00:28:04.000>quickly <00:28:04.175>onto <00:28:04.350>those <00:28:04.525>pillars

531
00:28:05.685 --> 00:28:07.845
<00:28:05.685>because <00:28:05.885>we <00:28:06.085>already <00:28:06.284>have <00:28:06.485>dedicated <00:28:06.685>section <00:28:06.885>for <00:28:07.085>them.

532
00:28:08.145 --> 00:28:11.805
<00:28:08.145>But <00:28:08.285>the <00:28:08.425>idea <00:28:08.565>here <00:28:08.705>is <00:28:08.845>that <00:28:08.985>you <00:28:09.125>need <00:28:09.264>to <00:28:09.405>do <00:28:09.545>functional,

533
00:28:11.865 --> 00:28:13.725
<00:28:11.865>of <00:28:12.040>course, <00:28:12.215>you <00:28:12.390>need <00:28:12.565>to <00:28:12.740>test <00:28:12.915>as <00:28:13.090>I <00:28:13.265>highlighted,

534
00:28:13.755 --> 00:28:15.125
<00:28:13.755>your <00:28:14.988>developed,

535
00:28:15.125 --> 00:28:17.765
<00:28:15.125>whether <00:28:15.358>they <00:28:15.591>are <00:28:15.825>your <00:28:16.058>machine <00:28:16.291>learning <00:28:16.525>algorithms

536
00:28:17.785 --> 00:28:19.645
<00:28:17.785>or <00:28:18.251>your <00:28:18.718>developed, <00:28:19.185>uh,

537
00:28:20.125 --> 00:28:21.885
<00:28:20.125>au <00:28:20.475>autonomous <00:28:20.825>drive, <00:28:21.175>uh, <00:28:21.525>functionality.

538
00:28:22.305 --> 00:28:24.125
<00:28:22.305>And <00:28:22.505>you <00:28:22.705>need <00:28:22.905>to <00:28:23.105>do, <00:28:23.305>you, <00:28:23.505>you, <00:28:23.705>we,

539
00:28:24.125 --> 00:28:26.405
<00:28:24.125>we <00:28:24.405>provide <00:28:24.685>the <00:28:24.965>functional <00:28:25.245>test <00:28:25.525>platform

540
00:28:26.585 --> 00:28:29.525
<00:28:26.585>and <00:28:26.785>the <00:28:26.985>simulation <00:28:27.185>ecosystem <00:28:27.385>to <00:28:27.585>run <00:28:27.785>those <00:28:27.985>tests.

541
00:28:29.865 --> 00:28:32.125
<00:28:29.865>And <00:28:30.098>then <00:28:30.331>we <00:28:30.565>have <00:28:30.798>our <00:28:31.031>Zell <00:28:31.265>automation

542
00:28:32.125 --> 00:28:36.725
<00:28:32.125>and <00:28:32.280>ECU <00:28:32.436>virtualization <00:28:32.591>to <00:28:32.747>do <00:28:32.902>software <00:28:33.058>in <00:28:33.213>the <00:28:33.369>loop <00:28:33.525>testing

543
00:28:37.425 --> 00:28:41.405
<00:28:37.425>and <00:28:37.600>to <00:28:37.774>do <00:28:37.950>e <00:28:38.125>virtualization <00:28:38.300>of <00:28:38.475>your <00:28:38.649>ECU <00:28:38.825>software

544
00:28:41.665 --> 00:28:44.605
<00:28:41.665>to <00:28:41.945>run <00:28:42.225>into <00:28:42.504>this, <00:28:42.784>uh, <00:28:43.065>containerized

545
00:28:44.745 --> 00:28:47.445
<00:28:44.745>or <00:28:45.094>this, <00:28:45.445>um, <00:28:45.794>cloud <00:28:46.145>environment.

546
00:28:48.145 --> 00:28:49.645
<00:28:48.145>And <00:28:48.337>then <00:28:48.530>at <00:28:48.723>the <00:28:48.916>end, <00:28:49.109>you <00:28:49.302>will <00:28:49.495>need

547
00:28:49.645 --> 00:28:53.165
<00:28:49.645>to <00:28:49.820>integrate <00:28:49.995>your <00:28:50.170>embedded <00:28:50.345>code <00:28:50.520>and <00:28:50.695>do <00:28:50.870>hill <00:28:51.045>automation

548
00:28:53.425 --> 00:28:55.285
<00:28:53.425>and <00:28:53.891>proving <00:28:54.358>ground <00:28:54.825>automation.

549
00:28:59.025 --> 00:29:01.185
<00:28:59.025>I <00:28:59.258>will <00:28:59.491>now <00:28:59.725>hand <00:28:59.958>over <00:29:00.191>to <00:29:00.425>ULI

550
00:29:01.185 --> 00:29:03.185
<00:29:01.185>to <00:29:01.385>go <00:29:01.585>over <00:29:01.784>the <00:29:01.985>functional <00:29:02.185>test <00:29:02.385>and <00:29:02.585>validation.

551
00:29:04.565 --> 00:29:08.105
<00:29:04.565>Uh, <00:29:04.720>yes. <00:29:04.876>So <00:29:05.031>thanks <00:29:05.187>Mohammed <00:29:05.342>for <00:29:05.498>that, <00:29:05.653>uh, <00:29:05.809>first <00:29:05.965>part.

552
00:29:08.285 --> 00:29:13.065
<00:29:08.285>So <00:29:08.440>again, <00:29:08.596>please, <00:29:08.751>uh, <00:29:08.907>put <00:29:09.062>any <00:29:09.218>questions <00:29:09.373>or, <00:29:09.529>or <00:29:09.685>comments

553
00:29:13.325 --> 00:29:15.065
<00:29:13.325>or <00:29:13.480>thoughts <00:29:13.636>you <00:29:13.791>have <00:29:13.947>in <00:29:14.102>there <00:29:14.258>and <00:29:14.413>to <00:29:14.569>the <00:29:14.725>q

554
00:29:15.065 --> 00:29:17.265
<00:29:15.065>and <00:29:15.205>a <00:29:15.345>to <00:29:15.485>answer <00:29:15.625>to, <00:29:15.765>so <00:29:15.905>that <00:29:16.045>you're <00:29:16.185>not <00:29:16.325>missing <00:29:16.465>something

555
00:29:17.265 --> 00:29:19.065
<00:29:17.265>to <00:29:17.545>answer <00:29:17.825>from, <00:29:18.105>from <00:29:18.385>your <00:29:18.665>side

556
00:29:19.065 --> 00:29:20.265
<00:29:19.065>there <00:29:19.245>at <00:29:19.425>the <00:29:19.605>end <00:29:19.785>of <00:29:19.965>the <00:29:20.145>session.

557
00:29:21.165 --> 00:29:23.505
<00:29:21.165>Um, <00:29:21.398>yes. <00:29:21.631>So <00:29:21.865>as <00:29:22.098>Mohammad <00:29:22.331>pointed <00:29:22.565>out,

558
00:29:23.505 --> 00:29:26.785
<00:29:23.505>there <00:29:23.738>are <00:29:23.971>different <00:29:24.205>levels <00:29:24.438>of, <00:29:24.671>um, <00:29:24.905>um,

559
00:29:27.985 --> 00:29:30.185
<00:29:27.985>autonomy <00:29:28.264>defined <00:29:28.544>for <00:29:28.824>an <00:29:29.104>autonomous <00:29:29.385>vehicle.

560
00:29:30.845 --> 00:29:34.025
<00:29:30.845>And <00:29:30.985>the <00:29:31.125>higher <00:29:31.265>you <00:29:31.405>go <00:29:31.545>on <00:29:31.685>these <00:29:31.825>numbers, <00:29:31.965>so <00:29:32.105>typically, <00:29:32.245>um,

561
00:29:34.165 --> 00:29:35.465
<00:29:34.165>um, <00:29:34.554>three <00:29:34.945>and <00:29:35.335>above,

562
00:29:35.485 --> 00:29:37.825
<00:29:35.485>or <00:29:35.659>let's <00:29:35.834>say <00:29:36.010>starting <00:29:36.185>at <00:29:36.360>the <00:29:36.534>very <00:29:36.709>high <00:29:36.885>levels

563
00:29:37.925 --> 00:29:42.365
<00:29:37.925>of <00:29:38.125>the <00:29:38.325>function <00:29:38.524>in <00:29:38.725>the <00:29:38.925>areas, <00:29:39.125>you <00:29:39.325>have

564
00:29:42.365 --> 00:29:47.085
<00:29:42.365>to <00:29:42.520>rely <00:29:42.676>more <00:29:42.831>and <00:29:42.987>more <00:29:43.142>on <00:29:43.298>virtual, <00:29:43.453>um, <00:29:43.609>um, <00:29:43.765>validations

565
00:29:47.465 --> 00:29:51.525
<00:29:47.465>and, <00:29:47.639>uh, <00:29:47.814>simulation <00:29:47.990>basically <00:29:48.165>to <00:29:48.340>test <00:29:48.514>your, <00:29:48.689>uh, <00:29:48.865>vehicles.

566
00:29:52.225 --> 00:29:53.405
<00:29:52.225>Why <00:29:52.437>is <00:29:52.649>that <00:29:52.862>the <00:29:53.074>case? <00:29:53.287>Simply

567
00:29:53.405 --> 00:29:55.845
<00:29:53.405>because <00:29:53.605>to, <00:29:53.805>to <00:29:54.004>come <00:29:54.205>to <00:29:54.405>a, <00:29:54.605>to <00:29:54.805>an,

568
00:29:55.965 --> 00:29:59.965
<00:29:55.965>a <00:29:56.165>reasonable <00:29:56.365>acceptance <00:29:56.564>level <00:29:56.764>of <00:29:56.965>an <00:29:57.165>function <00:29:57.365>behavior,

569
00:30:00.985 --> 00:30:04.045
<00:30:00.985>uh, <00:30:01.159>it <00:30:01.334>turns <00:30:01.510>out <00:30:01.685>that <00:30:01.860>you <00:30:02.034>need <00:30:02.209>to, <00:30:02.385>um,

570
00:30:04.605 --> 00:30:07.005
<00:30:04.605>increase <00:30:04.955>very <00:30:05.305>significantly <00:30:05.655>the <00:30:06.005>numbers

571
00:30:07.065 --> 00:30:08.365
<00:30:07.065>of <00:30:07.299>miles <00:30:07.533>you <00:30:07.767>have <00:30:08.001>to <00:30:08.235>drive.

572
00:30:08.945 --> 00:30:12.845
<00:30:08.945>So <00:30:09.072>you <00:30:09.199>can <00:30:09.326>roughly <00:30:09.454>say <00:30:09.581>instead <00:30:09.708>of, <00:30:09.835>uh, <00:30:09.963>being <00:30:10.090>able <00:30:10.217>to <00:30:10.345>drive,

573
00:30:13.185 --> 00:30:16.085
<00:30:13.185>uh, <00:30:13.312>something <00:30:13.439>like <00:30:13.566>a <00:30:13.694>million <00:30:13.821>of <00:30:13.948>miles <00:30:14.075>for <00:30:14.203>an, <00:30:14.330>for <00:30:14.457>an <00:30:14.585>simple,

574
00:30:16.425 --> 00:30:20.165
<00:30:16.425>um, <00:30:16.580>be <00:30:16.736>equal <00:30:16.891>function, <00:30:17.047>you're <00:30:17.202>now <00:30:17.358>going <00:30:17.513>into <00:30:17.669>the <00:30:17.825>billions

575
00:30:20.165 --> 00:30:24.765
<00:30:20.165>of <00:30:20.292>miles <00:30:20.419>in <00:30:20.546>order <00:30:20.674>to, <00:30:20.801>uh, <00:30:20.928>create <00:30:21.055>enough <00:30:21.183>trust <00:30:21.310>in <00:30:21.437>the <00:30:21.565>society

576
00:30:24.785 --> 00:30:27.845
<00:30:24.785>or <00:30:24.912>in <00:30:25.039>the <00:30:25.166>other <00:30:25.294>v <00:30:25.421>uh, <00:30:25.548>in <00:30:25.675>the <00:30:25.803>other <00:30:25.930>traffic, <00:30:26.057>um, <00:30:26.185>um,

577
00:30:28.165 --> 00:30:30.605
<00:30:28.165>participants <00:30:28.514>in <00:30:28.865>such <00:30:29.215>a <00:30:29.565>function.

578
00:30:31.385 --> 00:30:34.725
<00:30:31.385>And <00:30:31.618>in <00:30:31.851>that <00:30:32.085>moment, <00:30:32.318>um, <00:30:32.551>you, <00:30:32.785>um,

579
00:30:35.225 --> 00:30:37.685
<00:30:35.225>of <00:30:35.399>course <00:30:35.574>you're <00:30:35.750>generating <00:30:35.925>and <00:30:36.100>you <00:30:36.274>have <00:30:36.449>to <00:30:36.625>deal

580
00:30:37.705 --> 00:30:41.205
<00:30:37.705>and <00:30:37.879>handle <00:30:38.054>way <00:30:38.230>larger <00:30:38.405>data <00:30:38.580>sets <00:30:38.754>as <00:30:38.929>as <00:30:39.105>typically,

581
00:30:41.985 --> 00:30:45.325
<00:30:41.985>and <00:30:42.125>this <00:30:42.264>is <00:30:42.405>the <00:30:42.544>reason, <00:30:42.685>um, <00:30:42.824>um, <00:30:42.965>how, <00:30:43.104>why <00:30:43.245>you <00:30:43.385>need

582
00:30:45.325 --> 00:30:46.565
<00:30:45.325>to <00:30:45.548>go <00:30:45.771>into <00:30:45.994>the <00:30:46.217>digital <00:30:46.441>world

583
00:30:46.565 --> 00:30:49.165
<00:30:46.565>because <00:30:46.765>there, <00:30:46.965>you <00:30:47.165>can <00:30:47.365>obviously <00:30:47.565>start <00:30:47.765>scaling <00:30:47.965>things

584
00:30:49.225 --> 00:30:52.165
<00:30:49.225>and <00:30:49.399>running <00:30:49.574>things, <00:30:49.750>uh, <00:30:49.925>multiple <00:30:50.100>times <00:30:50.274>or <00:30:50.449>in <00:30:50.625>parallel.

585
00:30:52.585 --> 00:30:56.085
<00:30:52.585>So, <00:30:52.712>uh, <00:30:52.839>marad, <00:30:52.966>if <00:30:53.094>you, <00:30:53.221>uh, <00:30:53.348>jump <00:30:53.475>over <00:30:53.603>into <00:30:53.730>the <00:30:53.857>next <00:30:53.985>slide.

586
00:30:56.625 --> 00:30:58.725
<00:30:56.625>So <00:30:56.825>here <00:30:57.025>is <00:30:57.225>a <00:30:57.425>picture <00:30:57.625>of, <00:30:57.825>uh, <00:30:58.025>how

587
00:30:58.725 --> 00:31:00.445
<00:30:58.725>that <00:30:59.074>could <00:30:59.425>typically <00:30:59.774>look <00:31:00.125>like.

588
00:31:00.505 --> 00:31:03.605
<00:31:00.505>So <00:31:00.680>those <00:31:00.855>are, <00:31:01.030>um, <00:31:01.205>um, <00:31:01.380>most <00:31:01.555>of <00:31:01.730>those <00:31:01.905>solutions

589
00:31:03.825 --> 00:31:08.045
<00:31:03.825>or, <00:31:04.025>um, <00:31:04.225>um, <00:31:04.425>uh, <00:31:04.625>gaming <00:31:04.825>engine <00:31:05.025>based <00:31:05.225>solutions

590
00:31:08.575 --> 00:31:12.045
<00:31:08.575>where <00:31:08.925>you're <00:31:09.275>utilizing <00:31:09.625>the <00:31:09.975>possibilities

591
00:31:12.145 --> 00:31:14.845
<00:31:12.145>to <00:31:12.425>drive <00:31:12.705>in <00:31:12.985>a <00:31:13.264>virtual <00:31:13.545>environment

592
00:31:14.945 --> 00:31:17.325
<00:31:14.945>and <00:31:15.294>to <00:31:15.645>mimic <00:31:15.995>scenarios, <00:31:16.345>um,

593
00:31:17.745 --> 00:31:20.445
<00:31:17.745>of <00:31:17.945>traffic <00:31:18.145>situations <00:31:18.344>like <00:31:18.544>a <00:31:18.745>car <00:31:18.945>backing <00:31:19.145>up,

594
00:31:20.465 --> 00:31:23.285
<00:31:20.465>or <00:31:20.620>like <00:31:20.776>in <00:31:20.931>that <00:31:21.087>case, <00:31:21.242>an <00:31:21.398>pedestrian <00:31:21.553>suddenly <00:31:21.709>coming <00:31:21.865>out

595
00:31:23.285 --> 00:31:27.725
<00:31:23.285>of <00:31:23.412>an, <00:31:23.539>uh, <00:31:23.666>an <00:31:23.794>out <00:31:23.921>front <00:31:24.048>of <00:31:24.175>the <00:31:24.303>truck, <00:31:24.430>somebody <00:31:24.557>stepping <00:31:24.685>in.

596
00:31:27.725 --> 00:31:29.485
<00:31:27.725>And <00:31:27.880>of <00:31:28.036>course, <00:31:28.191>you <00:31:28.347>somehow <00:31:28.502>need <00:31:28.658>to <00:31:28.813>tr <00:31:28.969>to <00:31:29.125>tr

597
00:31:29.585 --> 00:31:34.445
<00:31:29.585>to <00:31:29.712>connect <00:31:29.839>this <00:31:29.966>later <00:31:30.094>on <00:31:30.221>also <00:31:30.348>to <00:31:30.475>real, <00:31:30.603>um, <00:31:30.730>testings <00:31:30.857>on <00:31:30.985>the,

598
00:31:34.665 --> 00:31:35.685
<00:31:34.665>um, <00:31:34.971>on <00:31:35.277>the <00:31:35.582>road.

599
00:31:36.105 --> 00:31:39.325
<00:31:36.105>And <00:31:36.305>what <00:31:36.505>is <00:31:36.705>also <00:31:36.905>transparent <00:31:37.105>there, <00:31:37.305>um, <00:31:37.505>uh,

600
00:31:39.665 --> 00:31:42.685
<00:31:39.665>you <00:31:39.898>can <00:31:40.131>immediately <00:31:40.365>switch <00:31:40.598>your <00:31:40.831>environmental <00:31:41.065>conditions.

601
00:31:42.805 --> 00:31:44.365
<00:31:42.805>I <00:31:43.085>mean, <00:31:43.365>coming <00:31:43.645>from <00:31:43.925>night <00:31:44.205>scenarios

602
00:31:44.365 --> 00:31:47.565
<00:31:44.365>or <00:31:44.520>replaying <00:31:44.676>the <00:31:44.831>same <00:31:44.987>thing, <00:31:45.142>um, <00:31:45.298>with <00:31:45.453>rain, <00:31:45.609>with <00:31:45.765>snow,

603
00:31:48.035 --> 00:31:49.365
<00:31:48.035>with <00:31:48.633>hail <00:31:49.232>whatsoever.

604
00:31:50.225 --> 00:31:54.125
<00:31:50.225>And, <00:31:50.352>uh, <00:31:50.479>that's, <00:31:50.606>uh, <00:31:50.734>that's <00:31:50.861>just <00:31:50.988>to <00:31:51.115>give <00:31:51.243>you <00:31:51.370>a <00:31:51.497>little <00:31:51.625>bit

605
00:31:54.125 --> 00:31:55.925
<00:31:54.125>of <00:31:54.325>an <00:31:54.525>impression <00:31:54.725>why <00:31:54.925>we <00:31:55.125>are <00:31:55.325>doing <00:31:55.525>this

606
00:31:55.925 --> 00:31:58.085
<00:31:55.925>and <00:31:56.041>why <00:31:56.158>you <00:31:56.274>also <00:31:56.391>at <00:31:56.508>the <00:31:56.625>end <00:31:56.741>of <00:31:56.858>the <00:31:56.975>day <00:31:57.091>have <00:31:57.208>to <00:31:57.325>deal

607
00:31:58.085 --> 00:32:01.205
<00:31:58.085>with <00:31:58.240>such, <00:31:58.396>uh, <00:31:58.551>enormous <00:31:58.707>amounts <00:31:58.862>of <00:31:59.018>data, <00:31:59.173>which <00:31:59.329>you <00:31:59.485>need

608
00:32:01.205 --> 00:32:02.885
<00:32:01.205>to <00:32:01.360>handle <00:32:01.516>and <00:32:01.671>where <00:32:01.827>you <00:32:01.982>need <00:32:02.138>to <00:32:02.293>have <00:32:02.449>improper <00:32:02.605>IT

609
00:32:03.645 --> 00:32:04.885
<00:32:03.645>platform <00:32:03.868>to, <00:32:04.091>to <00:32:04.314>build <00:32:04.537>it <00:32:04.761>up.

610
00:32:05.225 --> 00:32:09.205
<00:32:05.225>So <00:32:05.399>on <00:32:05.574>the <00:32:05.750>next <00:32:05.925>slide, <00:32:06.100>um, <00:32:06.274>there <00:32:06.449>is <00:32:06.625>the,

611
00:32:10.225 --> 00:32:13.925
<00:32:10.225>uh, <00:32:10.458>it's <00:32:10.691>jumping <00:32:10.925>to <00:32:11.158>the <00:32:11.391>next <00:32:11.625>level.

612
00:32:14.185 --> 00:32:18.205
<00:32:14.185>So <00:32:14.312>yeah, <00:32:14.439>so <00:32:14.566>this <00:32:14.694>is <00:32:14.821>the <00:32:14.948>way <00:32:15.075>how <00:32:15.203>you're <00:32:15.330>coming <00:32:15.457>from <00:32:15.585>the,

613
00:32:18.485 --> 00:32:21.085
<00:32:18.485>a <00:32:18.640>large <00:32:18.796>amount <00:32:18.951>of <00:32:19.107>data <00:32:19.262>from <00:32:19.418>which <00:32:19.573>have <00:32:19.729>been <00:32:19.885>perhaps

614
00:32:21.085 --> 00:32:23.325
<00:32:21.085>collected <00:32:21.240>in <00:32:21.396>the <00:32:21.551>data, <00:32:21.707>uh, <00:32:21.862>in <00:32:22.018>a, <00:32:22.173>in <00:32:22.329>the <00:32:22.485>vehicle

615
00:32:24.415 --> 00:32:26.245
<00:32:24.415>being <00:32:24.881>interested, <00:32:25.348>being <00:32:25.815>structured.

616
00:32:27.505 --> 00:32:29.725
<00:32:27.505>Now, <00:32:27.705>how <00:32:27.905>to <00:32:28.105>come <00:32:28.305>to <00:32:28.505>a <00:32:28.705>verified <00:32:28.905>algorithm.

617
00:32:29.825 --> 00:32:33.485
<00:32:29.825>So <00:32:29.980>this <00:32:30.136>is <00:32:30.291>the <00:32:30.447>whole, <00:32:30.602>um, <00:32:30.758>uh, <00:32:30.913>the <00:32:31.069>whole <00:32:31.225>challenge

618
00:32:33.585 --> 00:32:37.245
<00:32:33.585>and <00:32:33.725>the, <00:32:33.865>the <00:32:34.005>final <00:32:34.145>goal <00:32:34.285>of <00:32:34.425>that <00:32:34.565>whole <00:32:34.705>area, <00:32:34.845>you <00:32:34.985>need

619
00:32:37.265 --> 00:32:41.365
<00:32:37.265>to <00:32:37.392>get <00:32:37.519>an <00:32:37.646>algorithm <00:32:37.774>verified <00:32:37.901>so <00:32:38.028>that <00:32:38.155>you <00:32:38.283>get <00:32:38.410>an, <00:32:38.537>an <00:32:38.665>approval

620
00:32:41.505 --> 00:32:45.925
<00:32:41.505>or <00:32:41.660>a <00:32:41.816>sign <00:32:41.971>off <00:32:42.127>from <00:32:42.282>the, <00:32:42.438>uh, <00:32:42.593>corresponding <00:32:42.749>authorities, <00:32:42.905>um,

621
00:32:46.105 --> 00:32:48.325
<00:32:46.105>so <00:32:46.280>that <00:32:46.455>they <00:32:46.630>let, <00:32:46.805>uh, <00:32:46.980>the <00:32:47.155>vehicle <00:32:47.330>on <00:32:47.505>the,

622
00:32:48.325 --> 00:32:49.605
<00:32:48.325>on <00:32:48.555>the <00:32:48.785>road <00:32:49.016>sooner <00:32:49.246>or <00:32:49.477>later.

623
00:32:50.265 --> 00:32:54.965
<00:32:50.265>Um, <00:32:50.440>next <00:32:50.615>slide <00:32:50.790>should <00:32:50.965>show <00:32:51.140>you, <00:32:51.315>um, <00:32:51.490>the <00:32:51.665>reasons

624
00:32:55.535 --> 00:32:58.925
<00:32:55.535>about <00:32:55.710>scalability, <00:32:55.885>what <00:32:56.060>I <00:32:56.235>introduced <00:32:56.410>at <00:32:56.585>the <00:32:56.760>very <00:32:56.935>beginning.

625
00:32:59.505 --> 00:33:03.645
<00:32:59.505>So <00:32:59.738>typically <00:32:59.971>from <00:33:00.205>the <00:33:00.438>open, <00:33:00.671>uh, <00:33:00.905>road

626
00:33:03.665 --> 00:33:04.885
<00:33:03.665>and <00:33:04.031>proving <00:33:04.397>ground <00:33:04.763>testing

627
00:33:05.025 --> 00:33:08.245
<00:33:05.025>as <00:33:05.200>it's <00:33:05.375>done <00:33:05.550>in <00:33:05.725>a <00:33:05.900>traditional <00:33:06.075>vehicle <00:33:06.250>development, <00:33:06.425>um,

628
00:33:08.275 --> 00:33:11.605
<00:33:08.275>efforts <00:33:08.625>you <00:33:08.975>can, <00:33:09.325>um, <00:33:09.675>gain

629
00:33:11.665 --> 00:33:14.685
<00:33:11.665>and <00:33:11.840>you, <00:33:12.014>you, <00:33:12.190>you're <00:33:12.365>able <00:33:12.540>to, <00:33:12.715>to, <00:33:12.889>um, <00:33:13.065>scale

630
00:33:14.745 --> 00:33:17.125
<00:33:14.745>by <00:33:14.945>a <00:33:15.145>roughly <00:33:15.344>in <00:33:15.544>factor <00:33:15.745>of <00:33:15.945>1000 <00:33:16.145>going

631
00:33:17.715 --> 00:33:19.565
<00:33:17.715>into <00:33:18.064>replaying <00:33:18.415>of <00:33:18.764>recorded <00:33:19.115>data.

632
00:33:19.705 --> 00:33:23.965
<00:33:19.705>So <00:33:19.860>meaning <00:33:20.016>once <00:33:20.171>whatever <00:33:20.327>is <00:33:20.482>recorded, <00:33:20.638>uh, <00:33:20.793>from <00:33:20.949>test <00:33:21.105>drives

633
00:33:24.545 --> 00:33:28.005
<00:33:24.545>or <00:33:24.685>from <00:33:24.825>drives <00:33:24.965>on, <00:33:25.105>on <00:33:25.245>public <00:33:25.385>street, <00:33:25.525>you <00:33:25.665>can <00:33:25.805>replay <00:33:25.945>that,

634
00:33:28.025 --> 00:33:31.085
<00:33:28.025>you <00:33:28.200>can <00:33:28.375>reprocess <00:33:28.550>this <00:33:28.725>and, <00:33:28.900>uh, <00:33:29.075>develop <00:33:29.250>your <00:33:29.425>algorithm

635
00:33:31.385 --> 00:33:33.165
<00:33:31.385>and <00:33:31.665>verify <00:33:31.945>your <00:33:32.225>algorithm <00:33:32.504>against <00:33:32.785>that.

636
00:33:34.465 --> 00:33:38.445
<00:33:34.465>Uh, <00:33:34.592>but <00:33:34.719>in <00:33:34.846>order <00:33:34.974>to <00:33:35.101>come <00:33:35.228>closer <00:33:35.355>to <00:33:35.483>this <00:33:35.610>billion <00:33:35.737>miles, <00:33:35.865>uh,

637
00:33:38.445 --> 00:33:40.845
<00:33:38.445>which <00:33:38.620>you <00:33:38.794>need, <00:33:38.970>you <00:33:39.145>need <00:33:39.320>to <00:33:39.495>go <00:33:39.669>fill, <00:33:39.845>uh,

638
00:33:40.875 --> 00:33:44.085
<00:33:40.875>into <00:33:41.030>on <00:33:41.186>fully <00:33:41.341>digital <00:33:41.497>twin <00:33:41.652>of, <00:33:41.808>uh, <00:33:41.963>both <00:33:42.119>your <00:33:42.275>environment

639
00:33:44.145 --> 00:33:46.205
<00:33:44.145>and <00:33:44.495>your, <00:33:44.845>uh, <00:33:45.195>algorithmic <00:33:45.545>itself.

640
00:33:46.225 --> 00:33:49.805
<00:33:46.225>So <00:33:46.341>therefore, <00:33:46.458>you <00:33:46.574>need <00:33:46.691>to, <00:33:46.808>to, <00:33:46.925>to <00:33:47.041>invest <00:33:47.158>a <00:33:47.274>lot <00:33:47.391>of, <00:33:47.508>um, <00:33:47.625>uh,

641
00:33:49.875 --> 00:33:52.045
<00:33:49.875>into, <00:33:50.155>um, <00:33:50.435>simulation <00:33:50.715>in <00:33:50.995>the <00:33:51.275>loops.

642
00:33:52.545 --> 00:33:55.085
<00:33:52.545>Sensor <00:33:52.745>models <00:33:52.945>are <00:33:53.145>on <00:33:53.345>very, <00:33:53.545>very <00:33:53.745>crucial <00:33:53.945>components,

643
00:33:55.305 --> 00:33:58.565
<00:33:55.305>but <00:33:55.421>at, <00:33:55.538>at <00:33:55.655>the <00:33:55.771>end <00:33:55.888>of <00:33:56.005>the <00:33:56.121>day, <00:33:56.238>um, <00:33:56.355>you <00:33:56.471>also <00:33:56.588>need, <00:33:56.705>uh,

644
00:33:58.565 --> 00:34:02.765
<00:33:58.565>to <00:33:58.798>connect <00:33:59.031>the, <00:33:59.265>uh, <00:33:59.498>real <00:33:59.731>deployable, <00:33:59.965>um,

645
00:34:03.285 --> 00:34:07.045
<00:34:03.285>software <00:34:03.460>components, <00:34:03.635>which <00:34:03.810>would <00:34:03.985>finally, <00:34:04.160>uh, <00:34:04.335>get, <00:34:04.510>uh, <00:34:04.685>um,

646
00:34:07.045 --> 00:34:11.725
<00:34:07.045>flashed <00:34:07.172>onto <00:34:07.299>an <00:34:07.426>ECU <00:34:07.554>into, <00:34:07.681>uh, <00:34:07.808>the <00:34:07.935>virtual <00:34:08.063>world <00:34:08.190>as <00:34:08.317>well, <00:34:08.445>so

647
00:34:11.795 --> 00:34:13.525
<00:34:11.795>that <00:34:12.075>you're <00:34:12.355>also <00:34:12.635>closing <00:34:12.915>that <00:34:13.195>loop.

648
00:34:13.725 --> 00:34:15.125
<00:34:13.725>'cause <00:34:14.040>everything <00:34:14.355>doesn't <00:34:14.670>make, <00:34:14.985>uh,

649
00:34:15.175 --> 00:34:17.885
<00:34:15.175>sense <00:34:15.350>if <00:34:15.525>you <00:34:15.700>cannot <00:34:15.875>scale <00:34:16.050>also <00:34:16.225>that <00:34:16.400>step <00:34:16.575>further.

650
00:34:18.785 --> 00:34:21.045
<00:34:18.784>And, <00:34:19.018>um, <00:34:19.251>now <00:34:19.484>on <00:34:19.718>the <00:34:19.951>next <00:34:20.185>slide,

651
00:34:21.455 --> 00:34:23.525
<00:34:21.455>let's <00:34:21.630>look <00:34:21.804>a <00:34:21.980>little <00:34:22.154>bit <00:34:22.330>more <00:34:22.505>into <00:34:22.679>this <00:34:22.855>digital

652
00:34:23.595 --> 00:34:24.965
<00:34:23.594>twin, <00:34:24.211>um, <00:34:24.828>ecosystem.

653
00:34:25.885 --> 00:34:29.145
<00:34:25.885>So <00:34:26.025>it's <00:34:26.165>build <00:34:26.305>up <00:34:26.445>around, <00:34:26.585>uh, <00:34:26.725>a <00:34:26.865>a <00:34:27.005>couple <00:34:27.145>of <00:34:27.285>things.

654
00:34:29.245 --> 00:34:33.705
<00:34:29.245>So <00:34:29.400>on <00:34:29.556>the <00:34:29.711>top <00:34:29.867>you <00:34:30.022>have, <00:34:30.178>let's <00:34:30.333>say, <00:34:30.489>um, <00:34:30.645>conditions

655
00:34:34.005 --> 00:34:38.385
<00:34:34.005>or, <00:34:34.180>um, <00:34:34.355>um, <00:34:34.530>parameters <00:34:34.705>coming <00:34:34.880>from <00:34:35.055>your <00:34:35.230>environment, <00:34:35.405>like

656
00:34:38.445 --> 00:34:41.025
<00:34:38.445>of <00:34:38.645>course <00:34:38.845>the <00:34:39.045>scenario, <00:34:39.245>or <00:34:39.445>not <00:34:39.645>the <00:34:39.845>scenario,

657
00:34:41.045 --> 00:34:43.705
<00:34:41.045>but <00:34:41.220>the, <00:34:41.395>the <00:34:41.570>area <00:34:41.745>where <00:34:41.920>you're <00:34:42.095>driving, <00:34:42.270>like <00:34:42.445>the,

658
00:34:43.725 --> 00:34:45.105
<00:34:43.725>the <00:34:44.346>corresponding <00:34:44.967>buildings.

659
00:34:45.125 --> 00:34:47.785
<00:34:45.125>You, <00:34:45.300>you <00:34:45.475>might, <00:34:45.650>uh, <00:34:45.824>imagine <00:34:46.000>reflections <00:34:46.175>from <00:34:46.350>gloss <00:34:46.525>windows

660
00:34:48.085 --> 00:34:52.825
<00:34:48.085>or, <00:34:48.284>um, <00:34:48.485>um, <00:34:48.685>from, <00:34:48.885>from, <00:34:49.085>from <00:34:49.284>lake <00:34:49.485>seas,

661
00:34:53.135 --> 00:34:55.745
<00:34:53.135>weather <00:34:53.368>conditions, <00:34:53.601>lighting <00:34:53.835>conditions <00:34:54.068>I <00:34:54.301>mentioned <00:34:54.535>already.

662
00:34:55.845 --> 00:34:57.505
<00:34:55.844>And <00:34:56.044>then <00:34:56.245>of <00:34:56.444>course, <00:34:56.645>all <00:34:56.844>of <00:34:57.044>that <00:34:57.245>needs

663
00:34:57.505 --> 00:34:59.865
<00:34:57.505>to <00:34:57.738>be <00:34:57.971>exactly <00:34:58.205>in <00:34:58.438>the <00:34:58.671>physical <00:34:58.905>behavior

664
00:35:00.165 --> 00:35:01.305
<00:35:00.165>as <00:35:00.370>it <00:35:00.575>is <00:35:00.780>in <00:35:00.985>the <00:35:01.191>reality.

665
00:35:01.405 --> 00:35:04.145
<00:35:01.405>So <00:35:01.545>this <00:35:01.685>is <00:35:01.825>the, <00:35:01.965>the, <00:35:02.105>the <00:35:02.245>great <00:35:02.385>advantage <00:35:02.525>using <00:35:02.665>game <00:35:02.805>engines

666
00:35:04.145 --> 00:35:09.065
<00:35:04.145>because <00:35:04.300>they <00:35:04.456>have <00:35:04.611>this, <00:35:04.767>um, <00:35:04.922>physical, <00:35:05.078>uh, <00:35:05.233>rules <00:35:05.389>already, <00:35:05.545>um,

667
00:35:09.065 --> 00:35:10.145
<00:35:09.065>incorporated <00:35:10.037>there.

668
00:35:11.005 --> 00:35:13.945
<00:35:11.005>Um, <00:35:11.160>at <00:35:11.316>the <00:35:11.471>very <00:35:11.627>bottom, <00:35:11.782>you <00:35:11.938>have <00:35:12.093>the <00:35:12.249>sensor <00:35:12.405>models

669
00:35:14.245 --> 00:35:16.785
<00:35:14.245>and <00:35:14.444>those <00:35:14.645>virtualized <00:35:14.845>ECU <00:35:15.045>as <00:35:15.245>we <00:35:15.444>described <00:35:15.645>before,

670
00:35:17.165 --> 00:35:19.465
<00:35:17.165>but <00:35:17.320>you <00:35:17.476>also <00:35:17.631>need <00:35:17.787>to <00:35:17.942>have <00:35:18.098>a <00:35:18.253>rather <00:35:18.409>precise <00:35:18.565>model

671
00:35:19.465 --> 00:35:22.745
<00:35:19.465>of <00:35:19.605>your <00:35:19.745>vehicle <00:35:19.885>physics <00:35:20.025>and <00:35:20.165>also <00:35:20.305>how <00:35:20.445>the <00:35:20.585>driver <00:35:20.725>is <00:35:20.865>acting

672
00:35:22.885 --> 00:35:24.865
<00:35:22.885>or <00:35:23.235>non <00:35:23.585>reacting <00:35:23.935>on <00:35:24.285>things.

673
00:35:25.565 --> 00:35:28.745
<00:35:25.565>So <00:35:25.720>if <00:35:25.876>you, <00:35:26.031>um, <00:35:26.187>have <00:35:26.342>a <00:35:26.498>disengagement <00:35:26.653>of <00:35:26.809>your <00:35:26.965>system,

674
00:35:28.845 --> 00:35:32.065
<00:35:28.845>you <00:35:28.984>still <00:35:29.125>want <00:35:29.265>to <00:35:29.404>see, <00:35:29.544>uh, <00:35:29.685>that, <00:35:29.825>uh, <00:35:29.964>this <00:35:30.105>is, <00:35:30.245>uh,

675
00:35:32.365 --> 00:35:34.225
<00:35:32.365>the <00:35:32.714>system <00:35:33.064>might <00:35:33.415>be, <00:35:33.765>uh,

676
00:35:34.245 --> 00:35:37.605
<00:35:34.245>acting <00:35:34.420>depending <00:35:34.595>on <00:35:34.770>the <00:35:34.944>driver <00:35:35.120>taking <00:35:35.295>over <00:35:35.470>or <00:35:35.645>not,

677
00:35:38.025 --> 00:35:41.045
<00:35:38.025>and <00:35:38.180>then <00:35:38.336>perhaps <00:35:38.491>taking <00:35:38.647>the, <00:35:38.802>the <00:35:38.958>vehicle <00:35:39.113>to <00:35:39.269>an, <00:35:39.425>uh,

678
00:35:41.115 --> 00:35:44.325
<00:35:41.115>safe <00:35:41.254>stop <00:35:41.395>at <00:35:41.535>the <00:35:41.674>end <00:35:41.814>if <00:35:41.955>the <00:35:42.095>driver <00:35:42.234>is <00:35:42.375>not, <00:35:42.515>um,

679
00:35:44.745 --> 00:35:45.885
<00:35:44.745>um, <00:35:45.087>reacting <00:35:45.429>at <00:35:45.771>all.

680
00:35:46.785 --> 00:35:51.085
<00:35:46.785>And, <00:35:46.901>uh, <00:35:47.018>in <00:35:47.134>the <00:35:47.251>middle, <00:35:47.368>this <00:35:47.484>is <00:35:47.601>now <00:35:47.718>really <00:35:47.835>kind <00:35:47.951>of <00:35:48.068>the, <00:35:48.185>um,

681
00:35:51.745 --> 00:35:56.085
<00:35:51.745>the <00:35:51.900>chain <00:35:52.056>of, <00:35:52.211>um, <00:35:52.367>steps <00:35:52.522>you <00:35:52.678>need <00:35:52.833>to <00:35:52.989>execute <00:35:53.145>then.

682
00:35:56.085 --> 00:35:59.685
<00:35:56.085>So <00:35:56.240>you <00:35:56.396>have, <00:35:56.551>you're <00:35:56.707>defining <00:35:56.862>your, <00:35:57.018>um, <00:35:57.173>um, <00:35:57.329>design <00:35:57.485>space

683
00:36:00.235 --> 00:36:04.605
<00:36:00.235>with <00:36:00.375>the <00:36:00.515>test <00:36:00.655>cases, <00:36:00.795>which <00:36:00.935>give <00:36:01.075>you, <00:36:01.215>which <00:36:01.355>generate <00:36:01.495>you, <00:36:01.635>um,

684
00:36:04.635 --> 00:36:06.005
<00:36:04.635>logical <00:36:05.868>scenarios.

685
00:36:06.865 --> 00:36:10.925
<00:36:06.865>And <00:36:07.020>these <00:36:07.176>scenarios <00:36:07.331>are <00:36:07.487>then <00:36:07.642>further <00:36:07.798>enriched <00:36:07.953>by, <00:36:08.109>um, <00:36:08.265>uh,

686
00:36:12.085 --> 00:36:15.325
<00:36:12.085>combinations, <00:36:12.551>um, <00:36:13.018>smart <00:36:13.485>ways

687
00:36:15.465 --> 00:36:19.405
<00:36:15.465>or, <00:36:15.665>uh, <00:36:15.865>intelligence <00:36:16.065>ways <00:36:16.265>of <00:36:16.465>merging <00:36:16.665>them, <00:36:16.865>pre-selecting,

688
00:36:19.495 --> 00:36:21.885
<00:36:19.495>doing <00:36:19.775>things <00:36:20.055>which <00:36:20.335>are <00:36:20.615>not <00:36:20.895>obviously,

689
00:36:21.885 --> 00:36:24.885
<00:36:21.885>and <00:36:22.060>al <00:36:22.235>also <00:36:22.410>sometimes <00:36:22.585>are <00:36:22.760>not <00:36:22.935>that <00:36:23.110>easy <00:36:23.285>also

690
00:36:24.905 --> 00:36:26.565
<00:36:24.905>to <00:36:25.255>record <00:36:25.605>in <00:36:25.955>the <00:36:26.305>reality.

691
00:36:27.545 --> 00:36:29.325
<00:36:27.545>And <00:36:27.825>then <00:36:28.105>you're <00:36:28.385>running <00:36:28.665>your <00:36:28.945>simulation,

692
00:36:29.385 --> 00:36:31.965
<00:36:29.385>and <00:36:29.560>then <00:36:29.735>later <00:36:29.910>on <00:36:30.085>you're <00:36:30.260>doing <00:36:30.435>your <00:36:30.610>KPI <00:36:30.785>analytics.

693
00:36:32.025 --> 00:36:34.845
<00:36:32.025>So <00:36:32.180>meaning <00:36:32.336>you're, <00:36:32.491>you're <00:36:32.647>checking <00:36:32.802>if <00:36:32.958>your <00:36:33.113>system <00:36:33.269>is <00:36:33.425>in

694
00:36:34.845 --> 00:36:38.965
<00:36:34.845>general <00:36:35.078>behaving <00:36:35.311>against <00:36:35.544>some, <00:36:35.778>some, <00:36:36.011>some <00:36:36.245>baseline,

695
00:36:39.745 --> 00:36:41.325
<00:36:39.745>um, <00:36:40.025>as <00:36:40.305>you <00:36:40.585>thought <00:36:40.865>or <00:36:41.145>not.

696
00:36:41.425 --> 00:36:44.285
<00:36:41.425>And <00:36:41.541>at <00:36:41.658>the <00:36:41.775>end <00:36:41.891>of <00:36:42.008>the <00:36:42.125>day, <00:36:42.241>uh, <00:36:42.358>you're <00:36:42.475>doing <00:36:42.591>some, <00:36:42.708>uh, <00:36:42.825>data,

697
00:36:44.305 --> 00:36:45.925
<00:36:44.305>you're <00:36:44.504>doing <00:36:44.705>a <00:36:44.904>lot <00:36:45.105>of, <00:36:45.305>not <00:36:45.504>only <00:36:45.705>some,

698
00:36:45.925 --> 00:36:46.965
<00:36:45.925>but <00:36:46.112>a <00:36:46.299>lot <00:36:46.486>of <00:36:46.673>data <00:36:46.861>analytics

699
00:36:46.985 --> 00:36:49.405
<00:36:46.985>and <00:36:47.265>statistics <00:36:47.545>on <00:36:47.825>this <00:36:48.105>to, <00:36:48.385>uh,

700
00:36:49.405 --> 00:36:53.405
<00:36:49.405>understand <00:36:49.605>if <00:36:49.805>your <00:36:50.005>overall <00:36:50.205>coverage <00:36:50.405>of <00:36:50.605>these, <00:36:50.805>um,

701
00:36:53.425 --> 00:36:56.205
<00:36:53.425>tested <00:36:53.775>cases <00:36:54.125>is, <00:36:54.475>uh, <00:36:54.825>enough,

702
00:36:56.505 --> 00:36:58.445
<00:36:56.505>or <00:36:56.705>if <00:36:56.905>there <00:36:57.105>are <00:36:57.305>substantial <00:36:57.505>gaps <00:36:57.705>in <00:36:57.905>there,

703
00:36:58.445 --> 00:37:01.965
<00:36:58.445>which <00:36:58.572>you <00:36:58.699>still <00:36:58.826>need <00:36:58.954>to <00:36:59.081>close <00:36:59.208>in <00:36:59.335>order <00:36:59.463>to <00:36:59.590>verify <00:36:59.717>your, <00:36:59.845>um,

704
00:37:02.785 --> 00:37:04.325
<00:37:02.785>uh, <00:37:03.247>your <00:37:03.709>algorithm <00:37:04.171>development.

705
00:37:05.155 --> 00:37:08.925
<00:37:05.155>Jumping <00:37:05.282>over <00:37:05.409>to <00:37:05.536>the <00:37:05.664>next <00:37:05.791>slide, <00:37:05.918>uh, <00:37:06.045>let's <00:37:06.173>have <00:37:06.300>a <00:37:06.427>look <00:37:06.555>into

706
00:37:08.925 --> 00:37:10.605
<00:37:08.925>how <00:37:09.275>that, <00:37:09.625>uh, <00:37:09.975>looks <00:37:10.325>then.

707
00:37:10.625 --> 00:37:13.725
<00:37:10.625>So <00:37:10.765>this <00:37:10.905>is <00:37:11.045>an, <00:37:11.185>uh, <00:37:11.325>demo <00:37:11.465>example <00:37:11.605>which <00:37:11.745>we <00:37:11.885>build <00:37:12.025>up.

708
00:37:13.825 --> 00:37:16.485
<00:37:13.825>So <00:37:14.000>A <00:37:14.174>A <00:37:14.350>CC <00:37:14.524>stands <00:37:14.700>for <00:37:14.875>adaptive <00:37:15.049>cruise <00:37:15.225>control.

709
00:37:16.485 --> 00:37:17.485
<00:37:16.485>This <00:37:16.785>is <00:37:17.085>some, <00:37:17.385>some,

710
00:37:17.485 --> 00:37:19.725
<00:37:17.485>some <00:37:17.718>simple <00:37:17.951>ADAS <00:37:18.185>function, <00:37:18.418>which <00:37:18.651>everybody <00:37:18.885>knows.

711
00:37:20.265 --> 00:37:22.165
<00:37:20.265>We <00:37:20.615>selected <00:37:20.964>some <00:37:21.315>weather <00:37:21.665>conditions

712
00:37:22.265 --> 00:37:24.485
<00:37:22.265>and <00:37:22.498>some, <00:37:22.731>some, <00:37:22.964>some <00:37:23.198>other <00:37:23.431>conditions <00:37:23.665>around.

713
00:37:25.265 --> 00:37:28.925
<00:37:25.265>And <00:37:25.464>now <00:37:25.665>the <00:37:25.865>simulation, <00:37:26.065>um, <00:37:26.265>is, <00:37:26.464>uh, <00:37:26.665>executing

714
00:37:29.425 --> 00:37:30.685
<00:37:29.425>as <00:37:29.992>wished, <00:37:30.559>right?

715
00:37:30.705 --> 00:37:32.965
<00:37:30.705>So <00:37:30.860>now <00:37:31.016>in <00:37:31.171>the <00:37:31.327>middle <00:37:31.482>we <00:37:31.638>are <00:37:31.793>changing <00:37:31.949>to <00:37:32.105>some,

716
00:37:32.965 --> 00:37:34.125
<00:37:32.965>some <00:37:33.487>foggy <00:37:34.009>conditions.

717
00:37:35.185 --> 00:37:40.015
<00:37:35.185>And, <00:37:35.384>uh, <00:37:35.585>you <00:37:35.785>see, <00:37:35.985>it's <00:37:36.185>this <00:37:36.384>capabilities <00:37:36.585>often,

718
00:37:40.355 --> 00:37:44.255
<00:37:40.355>uh, <00:37:40.495>of <00:37:40.635>the <00:37:40.775>simulations, <00:37:40.915>uh, <00:37:41.055>that <00:37:41.195>makes <00:37:41.335>them <00:37:41.475>so <00:37:41.615>powerful, <00:37:41.755>um,

719
00:37:44.255 --> 00:37:46.255
<00:37:44.255>because <00:37:44.488>you, <00:37:44.721>you <00:37:44.955>can <00:37:45.188>play <00:37:45.421>around <00:37:45.655>that.

720
00:37:46.275 --> 00:37:50.015
<00:37:46.275>You <00:37:46.415>see <00:37:46.555>also <00:37:46.695>here <00:37:46.835>now <00:37:46.975>reflections <00:37:47.115>of <00:37:47.255>the <00:37:47.395>water <00:37:47.535>pedals, <00:37:47.675>um,

721
00:37:50.315 --> 00:37:53.015
<00:37:50.315>on <00:37:50.490>the <00:37:50.665>street, <00:37:50.840>which <00:37:51.015>of <00:37:51.190>course <00:37:51.365>have <00:37:51.540>then, <00:37:51.715>uh,

722
00:37:53.065 --> 00:37:55.655
<00:37:53.065>influences <00:37:53.240>on <00:37:53.415>the <00:37:53.590>sensors <00:37:53.765>either <00:37:53.940>directly <00:37:54.115>on <00:37:54.290>the <00:37:54.465>camera,

723
00:37:55.755 --> 00:37:58.535
<00:37:55.755>but <00:37:55.930>also, <00:37:56.105>and <00:37:56.280>there <00:37:56.455>is <00:37:56.630>more, <00:37:56.805>uh, <00:37:56.980>even, <00:37:57.155>uh,

724
00:37:58.725 --> 00:38:02.415
<00:37:58.725>more <00:37:58.865>serious <00:37:59.005>on <00:37:59.145>the, <00:37:59.285>um, <00:37:59.424>ref, <00:37:59.565>uh, <00:37:59.705>on <00:37:59.845>the <00:37:59.985>polarization <00:38:00.125>on,

725
00:38:02.475 --> 00:38:03.895
<00:38:02.475>on <00:38:02.794>your <00:38:03.114>radars <00:38:03.433>and <00:38:03.753>this.

726
00:38:05.355 --> 00:38:08.835
<00:38:05.355>And, <00:38:05.588>um, <00:38:05.821>this <00:38:06.055>is <00:38:06.288>now <00:38:06.521>one <00:38:06.755>run,

727
00:38:08.835 --> 00:38:11.235
<00:38:08.835>but <00:38:08.951>of <00:38:09.068>course, <00:38:09.185>you <00:38:09.301>not <00:38:09.418>only <00:38:09.535>want <00:38:09.651>to <00:38:09.768>do <00:38:09.885>this <00:38:10.001>one, <00:38:10.118>uh, <00:38:10.235>once,

728
00:38:11.255 --> 00:38:12.595
<00:38:11.255>you <00:38:11.427>want <00:38:11.599>to <00:38:11.771>do <00:38:11.944>this <00:38:12.116>many, <00:38:12.288>many <00:38:12.461>times.

729
00:38:12.735 --> 00:38:14.315
<00:38:12.735>So <00:38:12.935>now <00:38:13.135>let's <00:38:13.335>select <00:38:13.535>a <00:38:13.735>couple <00:38:13.935>of <00:38:14.135>more

730
00:38:14.415 --> 00:38:16.435
<00:38:14.415>and <00:38:14.648>then <00:38:14.881>see <00:38:15.115>what, <00:38:15.348>what <00:38:15.581>then <00:38:15.815>happens.

731
00:38:17.575 --> 00:38:21.715
<00:38:17.575>And <00:38:17.691>again, <00:38:17.808>now <00:38:17.924>you <00:38:18.041>have, <00:38:18.158>um, <00:38:18.274>you, <00:38:18.391>you <00:38:18.508>see <00:38:18.625>now <00:38:18.741>on <00:38:18.858>matrix <00:38:18.975>out

732
00:38:21.715 --> 00:38:23.955
<00:38:21.715>of <00:38:22.181>various, <00:38:22.648>um, <00:38:23.115>simulations.

733
00:38:24.625 --> 00:38:28.395
<00:38:24.625>Obviously <00:38:24.780>in <00:38:24.936>realities, <00:38:25.091>you <00:38:25.247>would <00:38:25.402>never, <00:38:25.558>ever <00:38:25.713>do <00:38:25.869>this, <00:38:26.025>uh,

734
00:38:28.985 --> 00:38:31.355
<00:38:28.985>with, <00:38:29.265>uh, <00:38:29.545>the <00:38:29.825>video <00:38:30.105>being <00:38:30.385>processed,

735
00:38:31.355 --> 00:38:33.155
<00:38:31.355>you <00:38:31.588>just <00:38:31.821>would <00:38:32.055>do <00:38:32.288>this, <00:38:32.521>uh, <00:38:32.755>headless.

736
00:38:33.975 --> 00:38:36.525
<00:38:33.975>Uh, <00:38:34.150>but <00:38:34.325>what <00:38:34.500>you <00:38:34.674>then <00:38:34.850>would <00:38:35.025>still <00:38:35.200>would <00:38:35.375>do,

737
00:38:36.525 --> 00:38:38.925
<00:38:36.525>you <00:38:36.758>would <00:38:36.991>check <00:38:37.225>which <00:38:37.458>cases <00:38:37.691>have <00:38:37.925>passed

738
00:38:39.065 --> 00:38:41.925
<00:38:39.065>or <00:38:39.298>failed <00:38:39.531>according <00:38:39.765>to <00:38:39.998>your <00:38:40.231>KPI <00:38:40.465>definitions.

739
00:38:42.705 --> 00:38:44.525
<00:38:42.705>And <00:38:42.938>this <00:38:43.171>allows <00:38:43.404>you <00:38:43.638>to <00:38:43.871>give <00:38:44.105>some

740
00:38:45.185 --> 00:38:46.845
<00:38:45.185>the <00:38:45.651>developers <00:38:46.118>some <00:38:46.585>feedback,

741
00:38:46.845 --> 00:38:50.365
<00:38:46.845>some <00:38:47.020>direct <00:38:47.194>feedback <00:38:47.370>about <00:38:47.544>changes <00:38:47.720>he <00:38:47.895>committed <00:38:48.069>into <00:38:48.245>the

742
00:38:50.365 --> 00:38:52.605
<00:38:50.365>code <00:38:50.598>base <00:38:50.831>for <00:38:51.064>the <00:38:51.298>algorithm <00:38:51.531>itself, <00:38:51.765>if

743
00:38:52.605 --> 00:38:54.085
<00:38:52.605>that <00:38:52.938>was <00:38:53.271>successful <00:38:53.604>or <00:38:53.937>not.

744
00:38:55.065 --> 00:38:56.765
<00:38:55.065>And, <00:38:55.265>uh, <00:38:55.465>at <00:38:55.665>the <00:38:55.865>end <00:38:56.065>of <00:38:56.265>the <00:38:56.465>day,

745
00:38:56.765 --> 00:38:59.005
<00:38:56.765>if <00:38:56.964>you're <00:38:57.165>taking <00:38:57.365>the <00:38:57.565>whole <00:38:57.765>majority <00:38:57.964>of, <00:38:58.165>of,

746
00:38:59.265 --> 00:39:03.405
<00:38:59.265>or, <00:38:59.464>uh, <00:38:59.665>um, <00:38:59.865>the, <00:39:00.065>uh, <00:39:00.265>the <00:39:00.464>total <00:39:00.665>functions

747
00:39:03.405 --> 00:39:07.325
<00:39:03.405>of <00:39:03.532>an <00:39:03.659>ad <00:39:03.786>car, <00:39:03.914>of <00:39:04.041>course <00:39:04.168>you <00:39:04.295>need <00:39:04.423>to, <00:39:04.550>to, <00:39:04.677>um, <00:39:04.805>more

748
00:39:07.325 --> 00:39:08.645
<00:39:07.325>or <00:39:07.522>less <00:39:07.721>get <00:39:07.919>everything <00:39:08.116>green <00:39:08.315>on <00:39:08.513>there.

749
00:39:09.465 --> 00:39:12.325
<00:39:09.465>And <00:39:09.605>you <00:39:09.745>need <00:39:09.885>to <00:39:10.025>understand, <00:39:10.165>uh, <00:39:10.305>in <00:39:10.445>that <00:39:10.585>efforts, <00:39:10.725>of <00:39:10.865>course,

750
00:39:12.475 --> 00:39:13.765
<00:39:12.475>what <00:39:12.707>has <00:39:12.939>failed <00:39:13.171>and <00:39:13.403>so <00:39:13.636>on.

751
00:39:13.765 --> 00:39:16.445
<00:39:13.765>And <00:39:13.920>this <00:39:14.076>is, <00:39:14.231>uh, <00:39:14.387>then <00:39:14.542>basically <00:39:14.698>where <00:39:14.853>you <00:39:15.009>can <00:39:15.165>come,

752
00:39:16.595 --> 00:39:19.845
<00:39:16.595>come <00:39:16.750>back, <00:39:16.906>uh, <00:39:17.061>into <00:39:17.217>the, <00:39:17.372>where <00:39:17.528>you're <00:39:17.683>starting <00:39:17.839>with <00:39:17.995>your,

753
00:39:20.025 --> 00:39:21.725
<00:39:20.025>um, <00:39:20.491>data-driven <00:39:20.958>development <00:39:21.425>process.

754
00:39:22.905 --> 00:39:25.845
<00:39:22.905>Uh, <00:39:23.045>and, <00:39:23.185>uh, <00:39:23.325>we <00:39:23.465>are <00:39:23.605>going <00:39:23.745>back <00:39:23.885>to <00:39:24.025>the <00:39:24.165>data <00:39:24.305>check.

755
00:39:26.025 --> 00:39:27.685
<00:39:26.025>Why <00:39:26.375>has <00:39:26.725>something, <00:39:27.075>um, <00:39:27.425>failed?

756
00:39:27.785 --> 00:39:31.245
<00:39:27.785>Change <00:39:27.984>your <00:39:28.185>code, <00:39:28.384>rerun, <00:39:28.585>uh, <00:39:28.785>the <00:39:28.984>whole <00:39:29.185>thing.

757
00:39:31.245 --> 00:39:34.965
<00:39:31.245>And <00:39:31.372>as <00:39:31.499>you <00:39:31.626>see, <00:39:31.754>since <00:39:31.881>this <00:39:32.008>is <00:39:32.135>a <00:39:32.263>lot <00:39:32.390>of, <00:39:32.517>um, <00:39:32.645>computations

758
00:39:34.965 --> 00:39:36.005
<00:39:34.965>that <00:39:35.199>need <00:39:35.433>to <00:39:35.667>be <00:39:35.901>executed,

759
00:39:36.145 --> 00:39:38.365
<00:39:36.145>you <00:39:36.378>really <00:39:36.611>highly <00:39:36.845>need <00:39:37.078>to <00:39:37.311>automate <00:39:37.545>this.

760
00:39:38.825 --> 00:39:40.925
<00:39:38.825>As <00:39:39.024>Moham <00:39:39.225>pointed <00:39:39.424>out, <00:39:39.625>on <00:39:39.825>the <00:39:40.024>higher <00:39:40.225>levels,

761
00:39:41.065 --> 00:39:44.565
<00:39:41.065>you <00:39:41.220>will <00:39:41.376>have <00:39:41.531>way <00:39:41.687>above <00:39:41.842>90% <00:39:41.998>of, <00:39:42.153>uh, <00:39:42.309>tasks <00:39:42.465>need

762
00:39:44.565 --> 00:39:47.525
<00:39:44.565>to <00:39:44.720>be <00:39:44.876>executed <00:39:45.031>in <00:39:45.187>a <00:39:45.342>fully <00:39:45.498>automated <00:39:45.653>manner <00:39:45.809>without, <00:39:45.965>uh,

763
00:39:47.525 --> 00:39:49.245
<00:39:47.525>humans <00:39:47.875>interacting <00:39:48.225>there <00:39:48.575>at <00:39:48.925>all.

764
00:39:49.735 --> 00:39:51.525
<00:39:49.735>Right? <00:39:49.968>So <00:39:50.201>onto <00:39:50.435>the <00:39:50.668>next <00:39:50.901>slide, <00:39:51.135>please.

765
00:39:53.035 --> 00:39:55.405
<00:39:53.035>Yeah, <00:39:53.234>as <00:39:53.435>I <00:39:53.634>said, <00:39:53.835>uh, <00:39:54.035>LIDAR <00:39:54.234>sensor <00:39:54.435>or,

766
00:39:55.505 --> 00:39:58.725
<00:39:55.505>or, <00:39:55.680>uh, <00:39:55.855>sensor <00:39:56.030>models <00:39:56.205>are <00:39:56.380>un, <00:39:56.555>un <00:39:56.730>crucial <00:39:56.905>one.

767
00:39:58.725 --> 00:40:01.045
<00:39:58.725>So <00:39:58.924>here <00:39:59.125>is <00:39:59.325>in <00:39:59.525>lidar, <00:39:59.725>um, <00:39:59.924>uh, <00:40:00.125>example.

768
00:40:01.825 --> 00:40:05.125
<00:40:01.825>So <00:40:02.000>here <00:40:02.174>we <00:40:02.350>have, <00:40:02.524>um, <00:40:02.700>from <00:40:02.875>our <00:40:03.049>own <00:40:03.225>developments

769
00:40:05.145 --> 00:40:07.445
<00:40:05.145>and <00:40:05.320>also <00:40:05.495>from <00:40:05.670>the <00:40:05.845>experiences <00:40:06.020>out <00:40:06.195>of <00:40:06.370>client <00:40:06.545>projects,

770
00:40:07.665 --> 00:40:10.845
<00:40:07.665>we <00:40:07.840>know, <00:40:08.015>uh, <00:40:08.190>a <00:40:08.365>lot <00:40:08.540>how <00:40:08.715>you <00:40:08.890>can <00:40:09.065>improve

771
00:40:11.185 --> 00:40:13.605
<00:40:11.185>and <00:40:11.340>generic <00:40:11.496>model, <00:40:11.651>which <00:40:11.807>is <00:40:11.962>shown <00:40:12.118>at, <00:40:12.273>in <00:40:12.429>the <00:40:12.585>middle

772
00:40:13.605 --> 00:40:16.685
<00:40:13.605>of <00:40:13.805>the <00:40:14.005>right, <00:40:14.205>uh, <00:40:14.405>panel, <00:40:14.605>um, <00:40:14.805>to <00:40:15.005>get

773
00:40:16.745 --> 00:40:18.165
<00:40:16.745>to <00:40:17.064>a <00:40:17.384>more <00:40:17.703>accurate <00:40:18.023>model.

774
00:40:18.475 --> 00:40:21.605
<00:40:18.475>Because, <00:40:18.615>uh, <00:40:18.755>if <00:40:18.895>you <00:40:19.035>see <00:40:19.174>on <00:40:19.315>the <00:40:19.455>left, <00:40:19.595>left <00:40:19.735>part <00:40:19.875>of

775
00:40:21.605 --> 00:40:24.205
<00:40:21.605>that <00:40:21.760>screen, <00:40:21.916>you <00:40:22.071>see, <00:40:22.227>uh, <00:40:22.382>not <00:40:22.538>only <00:40:22.693>the, <00:40:22.849>uh, <00:40:23.005>the

776
00:40:24.875 --> 00:40:28.285
<00:40:24.875>ideally <00:40:25.050>simulated <00:40:25.225>data, <00:40:25.400>uh, <00:40:25.575>the <00:40:25.750>world <00:40:25.925>is <00:40:26.100>not <00:40:26.275>ideal,

777
00:40:28.515 --> 00:40:30.485
<00:40:28.515>real <00:40:28.748>data <00:40:28.981>have <00:40:29.214>some <00:40:29.448>noise, <00:40:29.681>have <00:40:29.915>some,

778
00:40:30.555 --> 00:40:32.165
<00:40:30.555>some <00:40:30.835>deviations <00:40:31.115>which <00:40:31.395>are <00:40:31.674>in <00:40:31.955>there.

779
00:40:32.625 --> 00:40:34.725
<00:40:32.625>And <00:40:32.825>of <00:40:33.025>course, <00:40:33.225>the <00:40:33.425>better <00:40:33.625>you're <00:40:33.825>modeling <00:40:34.025>there,

780
00:40:34.745 --> 00:40:38.245
<00:40:34.745>the <00:40:34.920>better <00:40:35.095>you <00:40:35.270>can <00:40:35.444>provide, <00:40:35.620>uh, <00:40:35.795>the <00:40:35.970>feedback, <00:40:36.145>uh,

781
00:40:38.245 --> 00:40:41.685
<00:40:38.245>because <00:40:38.400>the <00:40:38.556>more <00:40:38.711>precise <00:40:38.867>your <00:40:39.022>KPI <00:40:39.178>analy <00:40:39.333>analytics <00:40:39.489>is <00:40:39.645>done.

782
00:40:42.385 --> 00:40:45.725
<00:40:42.385>So, <00:40:42.540>and <00:40:42.696>if <00:40:42.851>you're <00:40:43.007>doing <00:40:43.162>that, <00:40:43.318>you're, <00:40:43.473>you're <00:40:43.629>increasing, <00:40:43.785>um,

783
00:40:46.385 --> 00:40:50.125
<00:40:46.385>in <00:40:46.560>the, <00:40:46.735>um, <00:40:46.910>sensor <00:40:47.085>model, <00:40:47.260>uh, <00:40:47.435>model <00:40:47.610>validation <00:40:47.785>efforts,

784
00:40:50.125 --> 00:40:51.565
<00:40:50.125>you're <00:40:50.557>increasing <00:40:50.989>your <00:40:51.421>performance

785
00:40:51.565 --> 00:40:54.085
<00:40:51.565>and <00:40:51.740>the <00:40:51.915>quality <00:40:52.090>at <00:40:52.265>the <00:40:52.440>same <00:40:52.615>time <00:40:52.790>moment, <00:40:52.965>right?

786
00:40:54.085 --> 00:40:55.525
<00:40:54.085>So <00:40:54.270>up <00:40:54.455>to <00:40:54.640>the <00:40:54.825>next <00:40:55.010>slide, <00:40:55.195>please, <00:40:55.381>Marlin.

787
00:40:57.415 --> 00:41:01.395
<00:40:57.415>And, <00:40:57.522>uh, <00:40:57.630>so <00:40:57.738>to <00:40:57.845>sum, <00:40:57.953>to <00:40:58.061>sum <00:40:58.168>it <00:40:58.276>up, <00:40:58.384>so <00:40:58.491>it's <00:40:58.599>not <00:40:58.707>only <00:40:58.815>about,

788
00:41:01.655 --> 00:41:05.515
<00:41:01.655>uh, <00:41:01.782>the <00:41:01.909>numbers <00:41:02.036>of <00:41:02.164>miles <00:41:02.291>we <00:41:02.418>are, <00:41:02.545>uh, <00:41:02.673>we <00:41:02.800>are <00:41:02.927>increasing <00:41:03.055>in

789
00:41:05.515 --> 00:41:10.075
<00:41:05.515>that <00:41:05.654>manner, <00:41:05.795>but <00:41:05.935>it's <00:41:06.075>also, <00:41:06.214>um, <00:41:06.355>we <00:41:06.495>have <00:41:06.634>to <00:41:06.775>increase, <00:41:06.915>uh,

790
00:41:10.135 --> 00:41:12.915
<00:41:10.135>the, <00:41:10.368>uh, <00:41:10.601>the <00:41:10.835>accuracy <00:41:11.068>of <00:41:11.301>the <00:41:11.535>simulations.

791
00:41:12.915 --> 00:41:15.835
<00:41:12.915>Therefore, <00:41:13.148>it's, <00:41:13.381>uh, <00:41:13.615>important, <00:41:13.848>uh, <00:41:14.081>to <00:41:14.315>develop,

792
00:41:15.935 --> 00:41:19.355
<00:41:15.935>to <00:41:16.110>keep <00:41:16.285>developing <00:41:16.460>and <00:41:16.634>understand <00:41:16.810>much <00:41:16.985>better <00:41:17.160>the <00:41:17.335>sensor

793
00:41:19.355 --> 00:41:22.915
<00:41:19.355>physics, <00:41:19.635>um, <00:41:19.915>this, <00:41:20.195>uh, <00:41:20.475>the <00:41:20.755>influences.

794
00:41:22.915 --> 00:41:25.115
<00:41:22.915>Then <00:41:23.148>also <00:41:23.381>coming <00:41:23.615>from <00:41:23.848>the <00:41:24.081>simulation <00:41:24.315>part

795
00:41:25.115 --> 00:41:28.435
<00:41:25.115>where <00:41:25.270>you <00:41:25.426>may <00:41:25.581>mostly <00:41:25.737>you <00:41:25.892>are <00:41:26.048>working <00:41:26.203>with <00:41:26.359>your, <00:41:26.515>uh,

796
00:41:28.755 --> 00:41:31.795
<00:41:28.755>CPU <00:41:28.930>time, <00:41:29.105>uh, <00:41:29.280>and <00:41:29.455>then <00:41:29.630>later <00:41:29.805>on <00:41:29.980>you, <00:41:30.155>you,

797
00:41:31.795 --> 00:41:34.805
<00:41:31.795>but <00:41:31.970>later <00:41:32.145>on <00:41:32.320>you're <00:41:32.495>obviously <00:41:32.670>in <00:41:32.845>the, <00:41:33.020>on <00:41:33.195>a,

798
00:41:34.805 --> 00:41:37.325
<00:41:34.805>on <00:41:34.980>a <00:41:35.154>real <00:41:35.330>time <00:41:35.504>system <00:41:35.680>where <00:41:35.855>you, <00:41:36.029>uh, <00:41:36.205>need

799
00:41:37.325 --> 00:41:39.125
<00:41:37.325>to <00:41:37.605>look <00:41:37.884>deeper <00:41:38.165>into <00:41:38.444>this, <00:41:38.725>and

800
00:41:39.125 --> 00:41:41.525
<00:41:39.125>therefore <00:41:39.325>you <00:41:39.525>need <00:41:39.725>to <00:41:39.925>have <00:41:40.125>also <00:41:40.325>pretty, <00:41:40.525>uh,

801
00:41:41.525 --> 00:41:44.965
<00:41:41.525>good <00:41:41.725>understanding <00:41:41.925>and <00:41:42.125>then <00:41:42.325>seamless <00:41:42.525>integration <00:41:42.725>into <00:41:42.925>the,

802
00:41:45.545 --> 00:41:49.365
<00:41:45.545>uh, <00:41:45.745>vehicle <00:41:45.945>integration <00:41:46.145>steps, <00:41:46.345>um, <00:41:46.545>following <00:41:46.745>of <00:41:46.945>the,

803
00:41:49.505 --> 00:41:52.125
<00:41:49.505>the <00:41:49.855>virtual <00:41:50.205>validation, <00:41:50.555>um, <00:41:50.905>aspect.

804
00:41:52.145 --> 00:41:56.405
<00:41:52.145>So <00:41:52.425>Mohamed, <00:41:52.705>I <00:41:52.985>think <00:41:53.265>back <00:41:53.545>you,

805
00:41:57.615 --> 00:42:01.605
<00:41:57.615>sorry, <00:41:57.754>again, <00:41:57.895>put <00:41:58.035>comments <00:41:58.174>and <00:41:58.314>questions <00:41:58.455>into <00:41:58.595>the <00:41:58.734>q <00:41:58.875>and <00:41:59.015>a

806
00:42:02.425 --> 00:42:04.965
<00:42:02.425>and <00:42:02.658>Hamed, <00:42:02.891>now <00:42:03.125>it's <00:42:03.358>you, <00:42:03.591>you <00:42:03.825>again.

807
00:42:06.235 --> 00:42:10.765
<00:42:06.235>Yeah. <00:42:06.375>Thank <00:42:06.515>you. <00:42:06.655>Um, <00:42:06.795>so <00:42:06.935>going <00:42:07.075>into <00:42:07.215>the <00:42:07.355>last <00:42:07.495>pillar, <00:42:07.635>uh,

808
00:42:10.785 --> 00:42:12.445
<00:42:10.785>uh, <00:42:11.134>which <00:42:11.484>inside <00:42:11.835>robotic <00:42:12.185>drive

809
00:42:12.445 --> 00:42:15.685
<00:42:12.445>and <00:42:12.725>inside <00:42:13.005>the, <00:42:13.285>the <00:42:13.565>ad <00:42:13.845>development

810
00:42:15.685 --> 00:42:18.605
<00:42:15.685>or <00:42:15.884>aada <00:42:16.085>development <00:42:16.285>cycle, <00:42:16.485>which <00:42:16.685>is <00:42:16.884>a <00:42:17.085>safe

811
00:42:18.605 --> 00:42:20.005
<00:42:18.605>and <00:42:19.025>robust <00:42:19.445>vehicle <00:42:19.865>integration.

812
00:42:21.385 --> 00:42:24.485
<00:42:21.385>So <00:42:21.560>as <00:42:21.735>explained <00:42:21.910>before <00:42:22.085>in <00:42:22.260>all <00:42:22.435>the <00:42:22.610>previous <00:42:22.785>section,

813
00:42:24.485 --> 00:42:26.565
<00:42:24.485>we <00:42:24.685>were <00:42:24.885>talking <00:42:25.085>mainly <00:42:25.285>about <00:42:25.485>the <00:42:25.685>data <00:42:25.885>management

814
00:42:26.665 --> 00:42:30.885
<00:42:26.665>and <00:42:26.865>how <00:42:27.065>to <00:42:27.265>develop <00:42:27.465>your, <00:42:27.665>uh, <00:42:27.865>sensor <00:42:28.065>models

815
00:42:31.025 --> 00:42:33.005
<00:42:31.025>and <00:42:31.258>how <00:42:31.491>you <00:42:31.725>develop <00:42:31.958>your, <00:42:32.191>uh, <00:42:32.425>AI

816
00:42:33.105 --> 00:42:37.125
<00:42:33.105>and <00:42:33.280>machine <00:42:33.455>learning <00:42:33.630>algorithms <00:42:33.805>using <00:42:33.980>all <00:42:34.155>the <00:42:34.330>virtual <00:42:34.505>simul,

817
00:42:37.185 --> 00:42:40.245
<00:42:37.185>uh, <00:42:37.418>validation <00:42:37.651>and, <00:42:37.884>uh, <00:42:38.118>the <00:42:38.351>simulation <00:42:38.585>environment.

818
00:42:41.585 --> 00:42:43.805
<00:42:41.585>Now, <00:42:41.785>we <00:42:41.985>will <00:42:42.185>go <00:42:42.385>back <00:42:42.585>to <00:42:42.785>the <00:42:42.985>vehicle

819
00:42:44.025 --> 00:42:47.645
<00:42:44.025>and, <00:42:44.225>uh, <00:42:44.425>the, <00:42:44.625>uh, <00:42:44.825>embedded <00:42:45.025>and <00:42:45.225>the <00:42:45.425>automotive.

820
00:42:48.225 --> 00:42:51.685
<00:42:48.225>Um, <00:42:48.424>and <00:42:48.625>here <00:42:48.825>we <00:42:49.025>are <00:42:49.225>focusing <00:42:49.424>on <00:42:49.625>how

821
00:42:51.695 --> 00:42:54.245
<00:42:51.695>after <00:42:51.975>you <00:42:52.255>have <00:42:52.535>verified <00:42:52.815>your <00:42:53.095>algorithms

822
00:42:54.245 --> 00:42:55.765
<00:42:54.245>and <00:42:54.587>they <00:42:54.929>are <00:42:55.270>running, <00:42:55.613>uh,

823
00:42:55.905 --> 00:42:57.805
<00:42:55.905>as <00:42:56.185>expected <00:42:56.465>in <00:42:56.745>the <00:42:57.025>virtual <00:42:57.305>environment

824
00:42:57.805 --> 00:43:00.445
<00:42:57.805>and <00:42:58.038>with <00:42:58.271>approving, <00:42:58.504>uh, <00:42:58.738>ground, <00:42:58.971>you <00:42:59.205>need

825
00:43:00.445 --> 00:43:02.605
<00:43:00.445>to <00:43:00.725>go <00:43:01.005>into <00:43:01.285>your <00:43:01.565>in-vehicle <00:43:01.845>deployment.

826
00:43:04.755 --> 00:43:06.855
<00:43:04.755>Um, <00:43:04.988>and <00:43:05.221>to <00:43:05.455>understand <00:43:05.688>this, <00:43:05.921>we <00:43:06.155>need

827
00:43:06.855 --> 00:43:08.255
<00:43:06.855>to <00:43:07.275>understand <00:43:07.695>the <00:43:08.115>complexity.

828
00:43:09.435 --> 00:43:12.655
<00:43:09.435>So <00:43:09.634>also <00:43:09.835>quick <00:43:10.035>background, <00:43:10.235>uh, <00:43:10.435>for <00:43:10.634>people <00:43:10.835>who,

829
00:43:12.675 --> 00:43:15.495
<00:43:12.675>who <00:43:12.875>are <00:43:13.075>not <00:43:13.275>automotive <00:43:13.475>or, <00:43:13.675>uh, <00:43:13.875>working <00:43:14.075>automotive

830
00:43:15.495 --> 00:43:16.535
<00:43:15.495>or <00:43:15.962>embedded <00:43:16.431>development.

831
00:43:16.995 --> 00:43:19.215
<00:43:16.995>Um, <00:43:17.275>so <00:43:17.555>that <00:43:17.835>one <00:43:18.115>of <00:43:18.395>the,

832
00:43:19.215 --> 00:43:22.095
<00:43:19.215>or <00:43:19.342>the <00:43:19.469>main, <00:43:19.596>one <00:43:19.724>of <00:43:19.851>the <00:43:19.978>main <00:43:20.105>issues <00:43:20.233>with, <00:43:20.360>with <00:43:20.487>this <00:43:20.615>is

833
00:43:22.095 --> 00:43:24.855
<00:43:22.095>that <00:43:22.294>in <00:43:22.495>the <00:43:22.694>automotives, <00:43:22.895>there <00:43:23.095>are <00:43:23.294>multiple <00:43:23.495>standards

834
00:43:24.995 --> 00:43:28.495
<00:43:24.995>and <00:43:25.150>software <00:43:25.306>at, <00:43:25.461>uh, <00:43:25.617>that <00:43:25.772>is <00:43:25.928>happening <00:43:26.083>in <00:43:26.239>the <00:43:26.395>car.

835
00:43:28.515 --> 00:43:31.375
<00:43:28.515>So <00:43:28.631>in, <00:43:28.748>and <00:43:28.865>this <00:43:28.981>is <00:43:29.098>like <00:43:29.214>an <00:43:29.331>example <00:43:29.448>of <00:43:29.565>one <00:43:29.681>of <00:43:29.798>the <00:43:29.915>ECUs

836
00:43:31.555 --> 00:43:34.975
<00:43:31.555>or <00:43:31.710>this <00:43:31.866>electronic <00:43:32.021>control <00:43:32.177>unit <00:43:32.332>that <00:43:32.488>run <00:43:32.643>inside <00:43:32.799>the <00:43:32.955>car.

837
00:43:35.915 --> 00:43:39.975
<00:43:35.915>And <00:43:36.090>usually <00:43:36.265>in <00:43:36.440>those <00:43:36.615>we <00:43:36.790>have <00:43:36.965>certified <00:43:37.140>operating <00:43:37.315>system,

838
00:43:40.035 --> 00:43:43.735
<00:43:40.035>we <00:43:40.210>need <00:43:40.384>to <00:43:40.560>have, <00:43:40.734>uh, <00:43:40.910>some <00:43:41.085>certified, <00:43:41.259>uh, <00:43:41.435>hardware

839
00:43:43.735 --> 00:43:44.895
<00:43:43.735>and <00:43:44.257>software <00:43:44.779>components.

840
00:43:44.995 --> 00:43:46.215
<00:43:44.995>And <00:43:45.178>you <00:43:45.361>can <00:43:45.544>see <00:43:45.727>already <00:43:45.910>like <00:43:46.093>some

841
00:43:46.215 --> 00:43:49.055
<00:43:46.215>of <00:43:46.390>the <00:43:46.565>standards <00:43:46.740>like <00:43:46.915>autosar, <00:43:47.090>which <00:43:47.265>are <00:43:47.440>used <00:43:47.615>in,

842
00:43:49.195 --> 00:43:52.695
<00:43:49.195>in <00:43:49.350>developing <00:43:49.506>the, <00:43:49.661>or <00:43:49.817>in <00:43:49.972>the <00:43:50.128>plat <00:43:50.283>as <00:43:50.439>a <00:43:50.595>platform

843
00:43:52.755 --> 00:43:55.255
<00:43:52.755>or <00:43:52.988>as <00:43:53.221>a, <00:43:53.455>uh, <00:43:53.688>environment <00:43:53.921>to <00:43:54.155>develop

844
00:43:55.435 --> 00:43:58.615
<00:43:55.435>or <00:43:55.610>to, <00:43:55.785>uh, <00:43:55.960>run <00:43:56.134>your <00:43:56.310>applications <00:43:56.485>in <00:43:56.660>the <00:43:56.835>vehicle.

845
00:43:59.275 --> 00:44:02.415
<00:43:59.275>And <00:43:59.415>then <00:43:59.555>you <00:43:59.695>have <00:43:59.835>the <00:43:59.975>ISO <00:44:00.115>2 <00:44:00.255>6 <00:44:00.395>2 <00:44:00.535>6 <00:44:00.675>2,

846
00:44:02.415 --> 00:44:04.575
<00:44:02.415>which <00:44:02.648>is <00:44:02.881>a <00:44:03.115>safety <00:44:03.348>standard <00:44:03.581>for <00:44:03.815>automotive,

847
00:44:04.575 --> 00:44:08.335
<00:44:04.575>which <00:44:04.774>def <00:44:04.975>defines <00:44:05.174>the <00:44:05.375>different <00:44:05.575>safety <00:44:05.774>level <00:44:05.975>according

848
00:44:08.475 --> 00:44:10.055
<00:44:08.475>to <00:44:09.174>the <00:44:09.875>function.

849
00:44:10.195 --> 00:44:14.855
<00:44:10.195>So <00:44:10.335>each <00:44:10.475>function <00:44:10.615>has, <00:44:10.755>um, <00:44:10.895>or <00:44:11.035>each <00:44:11.175>ECU <00:44:11.315>have <00:44:11.455>can, <00:44:11.595>uh,

850
00:44:14.875 --> 00:44:17.255
<00:44:14.875>or <00:44:15.015>should <00:44:15.155>have <00:44:15.295>an <00:44:15.435>a <00:44:15.575>l, <00:44:15.715>what's <00:44:15.855>called <00:44:15.995>a <00:44:16.135>L <00:44:16.275>level,

851
00:44:17.385 --> 00:44:19.455
<00:44:17.385>which <00:44:17.851>defines <00:44:18.318>the, <00:44:18.785>uh,

852
00:44:19.455 --> 00:44:22.735
<00:44:19.455>what <00:44:19.595>will <00:44:19.735>happen <00:44:19.875>if <00:44:20.015>there <00:44:20.154>was <00:44:20.295>an <00:44:20.435>issue <00:44:20.575>with <00:44:20.715>this <00:44:20.855>device,

853
00:44:22.765 --> 00:44:24.335
<00:44:22.765>whether <00:44:23.115>an <00:44:23.464>accident <00:44:23.815>will <00:44:24.165>happen,

854
00:44:24.335 --> 00:44:26.575
<00:44:24.335>whether <00:44:24.615>there <00:44:24.895>will <00:44:25.175>be <00:44:25.455>something <00:44:25.735>big,

855
00:44:26.605 --> 00:44:30.175
<00:44:26.605>then <00:44:26.780>it <00:44:26.955>has <00:44:27.130>a <00:44:27.305>higher <00:44:27.480>safety <00:44:27.655>requirements <00:44:27.830>or <00:44:28.005>a

856
00:44:30.315 --> 00:44:31.845
<00:44:30.315>and <00:44:30.659>standard <00:44:31.003>to <00:44:31.347>be <00:44:31.692>followed,

857
00:44:32.065 --> 00:44:35.005
<00:44:32.065>or <00:44:32.220>if <00:44:32.376>it's <00:44:32.531>just <00:44:32.687>like <00:44:32.842>the <00:44:32.998>vehicle <00:44:33.153>will <00:44:33.309>be <00:44:33.465>stopped

858
00:44:35.025 --> 00:44:37.325
<00:44:35.025>or <00:44:35.258>you <00:44:35.491>cause <00:44:35.725>a <00:44:35.958>minor, <00:44:36.191>uh, <00:44:36.425>damages,

859
00:44:37.325 --> 00:44:40.245
<00:44:37.325>then <00:44:37.524>it <00:44:37.725>has <00:44:37.924>a <00:44:38.125>lower <00:44:38.325>safety, <00:44:38.524>uh, <00:44:38.725>level.

860
00:44:40.385 --> 00:44:43.405
<00:44:40.385>And <00:44:40.618>those <00:44:40.851>safety <00:44:41.085>levels <00:44:41.318>define <00:44:41.551>the <00:44:41.785>test

861
00:44:43.585 --> 00:44:46.845
<00:44:43.585>and <00:44:43.740>the <00:44:43.896>process <00:44:44.051>that <00:44:44.207>you <00:44:44.362>need <00:44:44.518>to <00:44:44.673>follow <00:44:44.829>in <00:44:44.985>developing

862
00:44:46.945 --> 00:44:48.765
<00:44:46.945>and <00:44:47.295>verifying <00:44:47.645>that <00:44:47.995>the <00:44:48.345>software

863
00:44:48.865 --> 00:44:51.245
<00:44:48.865>or <00:44:49.145>this <00:44:49.424>functionality <00:44:49.705>is <00:44:49.984>running <00:44:50.265>correctly.

864
00:44:51.785 --> 00:44:54.165
<00:44:51.785>Um, <00:44:52.134>and <00:44:52.484>as <00:44:52.835>I <00:44:53.185>mentioned,

865
00:44:54.185 --> 00:44:56.405
<00:44:54.185>you <00:44:54.418>have <00:44:54.651>all <00:44:54.884>those <00:44:55.118>qualified <00:44:55.351>tool <00:44:55.585>chain

866
00:44:56.425 --> 00:44:58.045
<00:44:56.425>and <00:44:56.658>compilers <00:44:56.891>that <00:44:57.125>you <00:44:57.358>need <00:44:57.591>to <00:44:57.825>use.

867
00:44:58.625 --> 00:45:02.605
<00:44:58.625>So <00:44:58.765>with <00:44:58.905>this, <00:44:59.045>we <00:44:59.185>need <00:44:59.325>to <00:44:59.465>bring <00:44:59.605>all <00:44:59.745>the <00:44:59.885>function <00:45:00.025>development

868
00:45:02.635 --> 00:45:05.605
<00:45:02.635>with <00:45:02.810>the <00:45:02.985>complete <00:45:03.160>freedom <00:45:03.335>of <00:45:03.510>tools <00:45:03.685>and <00:45:03.860>IT <00:45:04.035>equipment,

869
00:45:05.605 --> 00:45:09.085
<00:45:05.605>and <00:45:05.805>you <00:45:06.005>can <00:45:06.205>use <00:45:06.405>in <00:45:06.605>developing <00:45:06.805>those <00:45:07.005>algorithms,

870
00:45:09.085 --> 00:45:11.365
<00:45:09.085>older <00:45:09.318>machine, <00:45:09.551>machine <00:45:09.785>learning <00:45:10.018>or <00:45:10.251>neur <00:45:10.485>networks

871
00:45:11.865 --> 00:45:12.965
<00:45:11.865>and <00:45:12.360>sensor <00:45:12.855>models.

872
00:45:13.385 --> 00:45:16.205
<00:45:13.385>And <00:45:13.525>then <00:45:13.665>you <00:45:13.805>need <00:45:13.945>to <00:45:14.085>bring <00:45:14.225>this <00:45:14.365>into, <00:45:14.505>at <00:45:14.645>the <00:45:14.785>end,

873
00:45:16.355 --> 00:45:20.445
<00:45:16.355>into <00:45:16.530>your <00:45:16.705>embedded <00:45:16.880>device <00:45:17.055>to <00:45:17.230>run <00:45:17.405>in <00:45:17.580>those, <00:45:17.755>uh,

874
00:45:20.495 --> 00:45:24.885
<00:45:20.495>let's <00:45:20.670>call <00:45:20.845>it, <00:45:21.020>uh, <00:45:21.194>very <00:45:21.370>strict <00:45:21.545>requirements <00:45:21.720>and <00:45:21.895>processes.

875
00:45:27.605 --> 00:45:30.225
<00:45:27.605>And <00:45:27.805>this <00:45:28.005>is <00:45:28.205>why <00:45:28.405>here <00:45:28.605>on <00:45:28.805>this <00:45:29.005>part,

876
00:45:30.285 --> 00:45:32.505
<00:45:30.285>we <00:45:30.460>are <00:45:30.634>focusing <00:45:30.810>mainly <00:45:30.984>on <00:45:31.160>the <00:45:31.335>right <00:45:31.509>hand <00:45:31.685>side

877
00:45:32.505 --> 00:45:33.705
<00:45:32.505>of <00:45:32.775>the <00:45:33.045>mid <00:45:33.315>V <00:45:33.585>model.

878
00:45:33.765 --> 00:45:36.905
<00:45:33.765>So <00:45:33.940>if <00:45:34.115>you <00:45:34.290>are <00:45:34.464>familiar <00:45:34.640>with <00:45:34.815>the, <00:45:34.990>uh, <00:45:35.165>classic

879
00:45:37.165 --> 00:45:40.585
<00:45:37.165>or, <00:45:37.340>uh, <00:45:37.515>the <00:45:37.690>famous <00:45:37.865>V <00:45:38.040>model <00:45:38.215>for <00:45:38.390>software <00:45:38.565>development,

880
00:45:40.585 --> 00:45:44.705
<00:45:40.585>which <00:45:40.785>is <00:45:40.985>start <00:45:41.185>by <00:45:41.385>requirement, <00:45:41.585>design, <00:45:41.785>unit <00:45:41.985>implementation,

881
00:45:44.885 --> 00:45:47.745
<00:45:44.885>and <00:45:45.165>then <00:45:45.445>unit <00:45:45.725>testing, <00:45:46.005>system <00:45:46.285>integration,

882
00:45:47.805 --> 00:45:49.185
<00:45:47.805>and, <00:45:48.115>uh, <00:45:48.426>sorry, <00:45:48.736>software <00:45:49.047>integration

883
00:45:49.185 --> 00:45:51.585
<00:45:49.185>and <00:45:49.360>then <00:45:49.535>system <00:45:49.710>integration <00:45:49.884>and <00:45:50.060>validation <00:45:50.235>at <00:45:50.410>the <00:45:50.585>end.

884
00:45:52.285 --> 00:45:55.505
<00:45:52.285>So <00:45:52.412>here <00:45:52.539>we <00:45:52.666>are <00:45:52.794>focusing <00:45:52.921>mainly <00:45:53.048>on <00:45:53.175>the <00:45:53.303>right <00:45:53.430>hand <00:45:53.557>side, <00:45:53.685>where

885
00:45:55.795 --> 00:45:58.945
<00:45:55.795>after <00:45:55.995>you <00:45:56.195>have <00:45:56.395>developed <00:45:56.595>your <00:45:56.795>machine <00:45:56.995>learning <00:45:57.195>algorithm

886
00:45:59.045 --> 00:46:02.505
<00:45:59.045>or <00:45:59.200>even <00:45:59.356>your <00:45:59.511>ad <00:45:59.667>functions, <00:45:59.822>you <00:45:59.978>need <00:46:00.133>to <00:46:00.289>do <00:46:00.445>your

887
00:46:03.125 --> 00:46:04.865
<00:46:03.125>you <00:46:03.591>software <00:46:04.058>integration <00:46:04.525>testing

888
00:46:05.085 --> 00:46:06.785
<00:46:05.085>and <00:46:05.435>then <00:46:05.785>system <00:46:06.135>integration <00:46:06.485>testing.

889
00:46:07.845 --> 00:46:11.625
<00:46:07.845>And <00:46:08.078>these <00:46:08.311>are <00:46:08.544>example <00:46:08.778>of <00:46:09.011>the <00:46:09.245>environment

890
00:46:11.625 --> 00:46:12.945
<00:46:11.625>that <00:46:12.021>you <00:46:12.417>have <00:46:12.813>here.

891
00:46:12.945 --> 00:46:15.825
<00:46:12.945>Like <00:46:13.145>you <00:46:13.345>have <00:46:13.545>all <00:46:13.745>the <00:46:13.945>micro <00:46:14.145>safety <00:46:14.345>microcontrollers

892
00:46:15.825 --> 00:46:18.145
<00:46:15.825>that <00:46:16.058>will <00:46:16.291>be <00:46:16.524>running <00:46:16.758>without <00:46:16.991>this <00:46:17.225>MMU

893
00:46:18.145 --> 00:46:19.305
<00:46:18.145>or <00:46:18.493>memory <00:46:18.841>management <00:46:19.189>unit.

894
00:46:19.795 --> 00:46:22.225
<00:46:19.795>Again, <00:46:20.028>those <00:46:20.261>safety <00:46:20.495>controller, <00:46:20.728>you <00:46:20.961>need <00:46:21.195>them

895
00:46:22.385 --> 00:46:25.705
<00:46:22.385>because <00:46:22.585>you <00:46:22.785>need <00:46:22.985>those <00:46:23.185>higher <00:46:23.385>safety, <00:46:23.585>uh, <00:46:23.785>levels

896
00:46:26.085 --> 00:46:27.145
<00:46:26.085>for <00:46:26.562>the <00:46:27.038>actuator.

897
00:46:27.145 --> 00:46:28.145
<00:46:27.145>When <00:46:27.445>you <00:46:27.745>do <00:46:28.045>braking

898
00:46:28.205 --> 00:46:30.225
<00:46:28.205>or <00:46:28.404>when <00:46:28.605>you <00:46:28.805>do, <00:46:29.005>when <00:46:29.205>you <00:46:29.404>control <00:46:29.605>some

899
00:46:30.225 --> 00:46:32.705
<00:46:30.225>of <00:46:30.400>your <00:46:30.575>critical <00:46:30.750>function <00:46:30.924>in <00:46:31.100>the <00:46:31.275>car, <00:46:31.450>you <00:46:31.625>need

900
00:46:32.705 --> 00:46:35.505
<00:46:32.705>to <00:46:32.904>have <00:46:33.105>safety <00:46:33.305>microcontroller <00:46:33.505>with, <00:46:33.705>as <00:46:33.904>I <00:46:34.105>said,

901
00:46:35.505 --> 00:46:37.705
<00:46:35.505>those <00:46:35.705>higher <00:46:35.905>safety <00:46:36.105>level, <00:46:36.305>which <00:46:36.505>you <00:46:36.705>cannot <00:46:36.905>have

902
00:46:37.815 --> 00:46:41.985
<00:46:37.815>with <00:46:37.970>like <00:46:38.126>an, <00:46:38.281>uh, <00:46:38.437>video <00:46:38.592>chip <00:46:38.748>or <00:46:38.903>even <00:46:39.059>a <00:46:39.215>renaissance

903
00:46:42.045 --> 00:46:43.785
<00:46:42.045>or <00:46:42.511>all <00:46:42.978>those <00:46:43.445>microprocessor

904
00:46:44.085 --> 00:46:49.025
<00:46:44.085>or <00:46:44.212>arm <00:46:44.339>based <00:46:44.466>arm <00:46:44.594>V <00:46:44.721>eight <00:46:44.848>based, <00:46:44.975>uh, <00:46:45.103>VA <00:46:45.230>based, <00:46:45.357>um, <00:46:45.485>uh,

905
00:46:49.205 --> 00:46:51.145
<00:46:49.205>microprocessor <00:46:49.555>or <00:46:49.904>system <00:46:50.255>on <00:46:50.605>ship.

906
00:46:51.605 --> 00:46:54.785
<00:46:51.605>So <00:46:51.805>usually <00:46:52.005>you <00:46:52.205>will <00:46:52.405>have <00:46:52.605>those <00:46:52.805>two <00:46:53.005>ECUs

907
00:46:54.925 --> 00:46:57.865
<00:46:54.925>or <00:46:55.158>suits, <00:46:55.391>two <00:46:55.625>microcontroller, <00:46:55.858>one <00:46:56.091>safety <00:46:56.325>microcontroller

908
00:46:57.865 --> 00:47:00.305
<00:46:57.865>for <00:46:58.098>the <00:46:58.331>actuation <00:46:58.564>for <00:46:58.798>the <00:46:59.031>actions, <00:46:59.265>which

909
00:47:00.365 --> 00:47:02.185
<00:47:00.365>as <00:47:00.598>I <00:47:00.831>said <00:47:01.064>is <00:47:01.298>higher <00:47:01.531>safety <00:47:01.765>level.

910
00:47:02.245 --> 00:47:05.385
<00:47:02.245>And <00:47:02.372>another <00:47:02.499>one <00:47:02.626>which <00:47:02.754>do <00:47:02.881>the <00:47:03.008>perception <00:47:03.135>and <00:47:03.263>do <00:47:03.390>all <00:47:03.517>the <00:47:03.645>soft

911
00:47:05.445 --> 00:47:07.505
<00:47:05.445>or <00:47:05.911>the <00:47:06.378>image <00:47:06.845>processing.

912
00:47:07.565 --> 00:47:09.625
<00:47:07.565>And, <00:47:07.765>uh, <00:47:07.965>you <00:47:08.165>can <00:47:08.365>run <00:47:08.565>your <00:47:08.765>neural <00:47:08.965>networks

913
00:47:09.625 --> 00:47:11.385
<00:47:09.625>or <00:47:09.825>machine <00:47:10.025>learning <00:47:10.225>algorithm <00:47:10.425>on <00:47:10.625>top <00:47:10.825>of <00:47:11.025>that.

914
00:47:12.165 --> 00:47:13.865
<00:47:12.165>And <00:47:12.515>you <00:47:12.865>have <00:47:13.215>your <00:47:13.565>safety

915
00:47:13.965 --> 00:47:16.065
<00:47:13.965>or <00:47:14.165>certified <00:47:14.365>compilers <00:47:14.565>that <00:47:14.765>you <00:47:14.965>need <00:47:15.165>to <00:47:15.365>use.

916
00:47:16.165 --> 00:47:20.625
<00:47:16.165>You <00:47:16.365>have <00:47:16.565>your <00:47:16.765>automotive, <00:47:16.965>uh, <00:47:17.165>buses <00:47:17.365>like <00:47:17.565>can

917
00:47:21.215 --> 00:47:22.705
<00:47:21.215>FlexRay <00:47:21.550>is <00:47:21.885>kind <00:47:22.220>of <00:47:22.556>dying.

918
00:47:22.805 --> 00:47:25.465
<00:47:22.805>So <00:47:22.944>mainly <00:47:23.085>it's <00:47:23.225>now <00:47:23.365>moving <00:47:23.504>more <00:47:23.645>to <00:47:23.785>ethernet <00:47:23.924>and <00:47:24.065>some <00:47:24.205>ip.

919
00:47:25.965 --> 00:47:30.245
<00:47:25.965>And <00:47:26.092>Ross <00:47:26.219>is <00:47:26.346>not <00:47:26.474>also <00:47:26.601>certified <00:47:26.728>yet <00:47:26.855>to <00:47:26.983>be <00:47:27.110>used <00:47:27.237>in <00:47:27.365>automotive,

920
00:47:30.245 --> 00:47:32.005
<00:47:30.245>but <00:47:30.444>it <00:47:30.645>could <00:47:30.845>come <00:47:31.045>in <00:47:31.245>the <00:47:31.444>near <00:47:31.645>future.

921
00:47:32.825 --> 00:47:36.045
<00:47:32.825>And <00:47:32.964>then <00:47:33.105>you <00:47:33.245>have <00:47:33.384>all <00:47:33.524>your, <00:47:33.665>as <00:47:33.805>I <00:47:33.944>said, <00:47:34.085>operating <00:47:34.225>system,

922
00:47:36.185 --> 00:47:39.325
<00:47:36.185>the <00:47:36.384>safety, <00:47:36.585>uh, <00:47:36.785>and <00:47:36.985>a <00:47:37.185>certified <00:47:37.384>operating <00:47:37.585>system,

923
00:47:39.835 --> 00:47:41.565
<00:47:39.835>whether <00:47:40.301>it's <00:47:40.768>QNX, <00:47:41.235>integrity

924
00:47:41.745 --> 00:47:43.445
<00:47:41.745>or, <00:47:42.025>uh, <00:47:42.305>real <00:47:42.585>rhyme <00:47:42.865>operating <00:47:43.145>system

925
00:47:43.465 --> 00:47:46.445
<00:47:43.465>or <00:47:43.745>autostar, <00:47:44.025>uh, <00:47:44.305>based <00:47:44.585>operating <00:47:44.865>system.

926
00:47:47.465 --> 00:47:49.925
<00:47:47.465>And <00:47:47.620>on <00:47:47.776>the <00:47:47.931>bottom <00:47:48.087>you <00:47:48.242>have, <00:47:48.398>as <00:47:48.553>I <00:47:48.709>said, <00:47:48.865>next

927
00:47:49.945 --> 00:47:51.765
<00:47:49.945>to <00:47:50.411>the <00:47:50.878>safety <00:47:51.345>microcontroller.

928
00:47:51.765 --> 00:47:55.605
<00:47:51.765>You <00:47:51.940>have <00:47:52.115>your <00:47:52.290>ARM-based <00:47:52.464>microprocessor, <00:47:52.640>which <00:47:52.815>could <00:47:52.990>be <00:47:53.165>up

929
00:47:55.605 --> 00:47:59.125
<00:47:55.605>to <00:47:55.760>a <00:47:55.916>LB <00:47:56.071>to <00:47:56.227>run <00:47:56.382>your, <00:47:56.538>uh, <00:47:56.693>machine <00:47:56.849>learning <00:47:57.005>algorithms

930
00:47:59.125 --> 00:48:00.405
<00:47:59.125>or <00:47:59.509>your <00:47:59.893>image <00:48:00.277>processing,

931
00:48:00.705 --> 00:48:03.485
<00:48:00.705>and <00:48:00.904>with, <00:48:01.105>it <00:48:01.305>could <00:48:01.505>be <00:48:01.705>with <00:48:01.904>Nvidia, <00:48:02.105>GPU

932
00:48:03.485 --> 00:48:05.285
<00:48:03.485>or <00:48:03.835>other <00:48:04.185>types <00:48:04.535>of <00:48:04.885>GPUs.

933
00:48:05.285 --> 00:48:10.095
<00:48:05.285>P <00:48:05.484>And <00:48:05.685>then <00:48:05.884>if <00:48:06.085>we <00:48:06.285>look <00:48:06.484>at, <00:48:06.685>uh,

934
00:48:10.355 --> 00:48:13.775
<00:48:10.355>and, <00:48:10.495>and <00:48:10.635>the <00:48:10.775>idea <00:48:10.915>is <00:48:11.055>that <00:48:11.195>you'll <00:48:11.335>need <00:48:11.475>as <00:48:11.615>early <00:48:11.755>experience,

935
00:48:13.775 --> 00:48:16.495
<00:48:13.775>so <00:48:13.915>you <00:48:14.055>will <00:48:14.195>do <00:48:14.335>most <00:48:14.475>of <00:48:14.615>your <00:48:14.755>testing <00:48:14.895>in <00:48:15.035>the <00:48:15.175>virtual

936
00:48:16.635 --> 00:48:17.895
<00:48:16.635>and <00:48:17.202>simulation <00:48:17.769>environment,

937
00:48:17.915 --> 00:48:20.495
<00:48:17.915>but <00:48:18.070>still <00:48:18.226>at <00:48:18.381>the <00:48:18.537>end <00:48:18.692>you'll <00:48:18.848>need <00:48:19.003>to <00:48:19.159>do <00:48:19.315>manual

938
00:48:20.835 --> 00:48:22.775
<00:48:20.835>and <00:48:21.301>automated <00:48:21.768>ground <00:48:22.235>testing.

939
00:48:23.155 --> 00:48:27.535
<00:48:23.155>So <00:48:23.262>this <00:48:23.370>is <00:48:23.478>one <00:48:23.585>of <00:48:23.693>the <00:48:23.801>videos <00:48:23.908>that <00:48:24.016>we, <00:48:24.124>you <00:48:24.231>show <00:48:24.339>you, <00:48:24.447>you <00:48:24.555>saw

940
00:48:27.535 --> 00:48:31.735
<00:48:27.535>before <00:48:27.690>where <00:48:27.846>you <00:48:28.001>had <00:48:28.157>in <00:48:28.312>your <00:48:28.468>simulation <00:48:28.623>environment <00:48:28.779>the <00:48:28.935>car

941
00:48:31.875 --> 00:48:34.935
<00:48:31.875>and <00:48:32.050>you <00:48:32.225>test <00:48:32.400>your <00:48:32.575>algorithm <00:48:32.750>when <00:48:32.925>a <00:48:33.100>pedestrian <00:48:33.275>is

942
00:48:35.215 --> 00:48:36.295
<00:48:35.215>crossing <00:48:35.409>in <00:48:35.603>front <00:48:35.798>of <00:48:35.992>the <00:48:36.187>car.

943
00:48:36.795 --> 00:48:39.415
<00:48:36.795>And <00:48:36.970>then <00:48:37.145>we <00:48:37.320>do <00:48:37.495>the <00:48:37.670>same <00:48:37.845>on <00:48:38.020>ground <00:48:38.195>testing.

944
00:48:39.555 --> 00:48:42.455
<00:48:39.555>So <00:48:39.682>as <00:48:39.809>you <00:48:39.936>can <00:48:40.064>see, <00:48:40.191>this <00:48:40.318>is <00:48:40.445>already, <00:48:40.573>uh, <00:48:40.700>a <00:48:40.827>i <00:48:40.955>three

945
00:48:42.485 --> 00:48:43.815
<00:48:42.485>with <00:48:42.884>looks <00:48:43.283>loft <00:48:43.682>logo.

946
00:48:43.955 --> 00:48:45.975
<00:48:43.955>And <00:48:44.110>this <00:48:44.266>is <00:48:44.421>running <00:48:44.577>of <00:48:44.732>course, <00:48:44.888>on <00:48:45.043>the <00:48:45.199>test <00:48:45.355>track

947
00:48:45.975 --> 00:48:47.775
<00:48:45.975>because <00:48:46.150>you <00:48:46.325>need <00:48:46.500>to <00:48:46.674>test <00:48:46.850>in <00:48:47.025>a <00:48:47.200>test <00:48:47.375>track

948
00:48:48.235 --> 00:48:52.735
<00:48:48.235>and <00:48:48.390>um, <00:48:48.546>uh, <00:48:48.701>uh, <00:48:48.857>test <00:48:49.012>track <00:48:49.168>until <00:48:49.323>you <00:48:49.479>are <00:48:49.635>allowed

949
00:48:52.735 --> 00:48:53.775
<00:48:52.735>to <00:48:52.969>drive <00:48:53.203>in <00:48:53.437>the <00:48:53.671>road.

950
00:48:54.115 --> 00:48:58.175
<00:48:54.115>And <00:48:54.270>this <00:48:54.426>is <00:48:54.581>where <00:48:54.737>you <00:48:54.892>do <00:48:55.048>all <00:48:55.203>your, <00:48:55.359>um, <00:48:55.515>manual

951
00:48:58.235 --> 00:49:01.015
<00:48:58.235>and <00:48:58.468>automated <00:48:58.701>ground <00:48:58.935>testing <00:48:59.168>for <00:48:59.401>your <00:48:59.635>functionality

952
00:49:01.015 --> 00:49:02.935
<00:49:01.015>before <00:49:01.248>you <00:49:01.481>deploy <00:49:01.714>it <00:49:01.948>into <00:49:02.181>the <00:49:02.415>car.

953
00:49:03.555 --> 00:49:07.335
<00:49:03.555>And <00:49:03.730>those <00:49:03.904>are <00:49:04.080>other <00:49:04.254>videos <00:49:04.430>showing <00:49:04.605>different <00:49:04.779>use <00:49:04.955>cases

954
00:49:07.435 --> 00:49:09.335
<00:49:07.435>or <00:49:07.715>different <00:49:07.995>scenario, <00:49:08.275>whether <00:49:08.555>it's <00:49:08.835>pedestrian,

955
00:49:09.485 --> 00:49:10.575
<00:49:09.485>it's <00:49:09.975>car <00:49:10.466>crossing.

956
00:49:11.395 --> 00:49:13.015
<00:49:11.395>And <00:49:11.745>in <00:49:12.095>the <00:49:12.445>next <00:49:12.795>video

957
00:49:13.645 --> 00:49:15.655
<00:49:13.645>it's <00:49:13.925>about <00:49:14.205>the <00:49:14.485>infrastructure <00:49:14.765>based <00:49:15.045>driving.

958
00:49:15.875 --> 00:49:19.255
<00:49:15.875>So <00:49:16.015>as <00:49:16.155>I <00:49:16.295>explained <00:49:16.435>at <00:49:16.575>the <00:49:16.715>beginning, <00:49:16.855>we <00:49:16.995>also <00:49:17.135>provide, <00:49:17.275>uh,

959
00:49:19.255 --> 00:49:23.895
<00:49:19.255>solutions <00:49:19.430>for, <00:49:19.605>uh, <00:49:19.780>auto <00:49:19.955>parking, <00:49:20.130>uh, <00:49:20.305>in <00:49:20.480>the <00:49:20.655>garages

960
00:49:23.915 --> 00:49:25.535
<00:49:23.915>or <00:49:24.115>getting <00:49:24.315>the <00:49:24.515>car <00:49:24.715>out <00:49:24.915>of <00:49:25.115>the <00:49:25.315>garage

961
00:49:25.675 --> 00:49:28.135
<00:49:25.675>or <00:49:25.875>getting <00:49:26.075>the <00:49:26.275>car <00:49:26.475>out <00:49:26.675>of <00:49:26.875>the <00:49:27.075>manufacturing

962
00:49:28.395 --> 00:49:31.535
<00:49:28.395>and <00:49:28.550>moving <00:49:28.706>it <00:49:28.861>to, <00:49:29.017>into <00:49:29.172>the <00:49:29.328>parking <00:49:29.483>lot <00:49:29.639>or <00:49:29.795>storing

963
00:49:31.555 --> 00:49:34.055
<00:49:31.555>or <00:49:31.730>moving <00:49:31.904>it <00:49:32.080>onto <00:49:32.254>the <00:49:32.430>trucks <00:49:32.605>that <00:49:32.779>will, <00:49:32.955>um,

964
00:49:34.955 --> 00:49:36.015
<00:49:34.955>uh, <00:49:35.432>transport <00:49:35.908>them.

965
00:49:36.555 --> 00:49:39.375
<00:49:36.555>So <00:49:36.754>also <00:49:36.955>all <00:49:37.154>are, <00:49:37.355>those <00:49:37.555>are <00:49:37.754>all <00:49:37.955>solutions

966
00:49:39.375 --> 00:49:40.775
<00:49:39.375>that <00:49:39.627>we <00:49:39.879>are <00:49:40.131>providing <00:49:40.383>as <00:49:40.635>part

967
00:49:40.775 --> 00:49:42.695
<00:49:40.775>of <00:49:41.125>our <00:49:41.475>autonomous <00:49:41.825>drive <00:49:42.175>solution.

968
00:49:45.075 --> 00:49:49.735
<00:49:45.075>So <00:49:45.214>if <00:49:45.355>we <00:49:45.495>look <00:49:45.634>at <00:49:45.774>the <00:49:45.915>old, <00:49:46.055>or <00:49:46.194>what's <00:49:46.335>called <00:49:46.475>traditional

969
00:49:49.735 --> 00:49:53.615
<00:49:49.735>or <00:49:49.890>yesterday <00:49:50.046>environment, <00:49:50.201>you <00:49:50.357>used <00:49:50.512>to <00:49:50.668>have <00:49:50.823>like <00:49:50.979>OEM, <00:49:51.135>like

970
00:49:53.635 --> 00:49:57.335
<00:49:53.635>for <00:49:53.835>example, <00:49:54.035>BMW, <00:49:54.235>which <00:49:54.435>had <00:49:54.635>multiple <00:49:54.835>tier <00:49:55.035>ones.

971
00:49:57.475 --> 00:49:59.495
<00:49:57.475>And <00:49:57.630>if <00:49:57.786>we <00:49:57.941>look <00:49:58.097>at <00:49:58.252>the <00:49:58.408>autonomous <00:49:58.563>drive, <00:49:58.719>for <00:49:58.875>example,

972
00:49:59.595 --> 00:50:02.455
<00:49:59.595>or <00:49:59.770>one <00:49:59.944>of <00:50:00.120>the <00:50:00.294>EC, <00:50:00.470>then <00:50:00.645>you, <00:50:00.819>you, <00:50:00.995>uh,

973
00:50:02.485 --> 00:50:05.255
<00:50:02.485>they <00:50:02.718>usually <00:50:02.951>had <00:50:03.185>one <00:50:03.418>tier <00:50:03.651>one <00:50:03.885>supplier

974
00:50:05.635 --> 00:50:08.855
<00:50:05.635>to <00:50:05.835>provide <00:50:06.035>this <00:50:06.235>ECU <00:50:06.435>or <00:50:06.635>electronic <00:50:06.835>control <00:50:07.035>unit.

975
00:50:08.855 --> 00:50:11.415
<00:50:08.855>Like <00:50:09.010>for <00:50:09.166>example, <00:50:09.321>if <00:50:09.477>we <00:50:09.632>take <00:50:09.788>like <00:50:09.943>the <00:50:10.099>infotainment <00:50:10.255>systems,

976
00:50:11.415 --> 00:50:14.135
<00:50:11.415>then <00:50:11.570>they <00:50:11.726>usually <00:50:11.881>go <00:50:12.037>to <00:50:12.192>one <00:50:12.348>supplier <00:50:12.503>to <00:50:12.659>provide <00:50:12.815>them

977
00:50:14.135 --> 00:50:17.015
<00:50:14.135>with <00:50:14.368>this <00:50:14.601>ECU, <00:50:14.835>and <00:50:15.068>they <00:50:15.301>then <00:50:15.535>integrated.

978
00:50:17.435 --> 00:50:20.255
<00:50:17.435>But <00:50:17.610>this <00:50:17.785>usually <00:50:17.960>had <00:50:18.134>a <00:50:18.310>very <00:50:18.485>long <00:50:18.660>life <00:50:18.835>cycle

979
00:50:20.515 --> 00:50:21.655
<00:50:20.515>for <00:50:21.028>change <00:50:21.541>requests.

980
00:50:21.655 --> 00:50:23.495
<00:50:21.655>Like <00:50:21.855>if <00:50:22.055>something <00:50:22.255>happens, <00:50:22.455>then <00:50:22.655>the <00:50:22.855>OM <00:50:23.055>needs

981
00:50:23.515 --> 00:50:25.935
<00:50:23.515>to <00:50:23.690>fill <00:50:23.865>a <00:50:24.040>change <00:50:24.214>request <00:50:24.390>to <00:50:24.565>the <00:50:24.740>tier <00:50:24.915>one

982
00:50:26.155 --> 00:50:28.925
<00:50:26.155>who <00:50:26.310>will <00:50:26.466>then <00:50:26.621>update <00:50:26.777>his <00:50:26.932>software, <00:50:27.088>do <00:50:27.243>all <00:50:27.399>the <00:50:27.555>testing,

983
00:50:29.015 --> 00:50:32.165
<00:50:29.015>validation, <00:50:29.190>and <00:50:29.365>then <00:50:29.540>provide <00:50:29.714>new <00:50:29.890>version <00:50:30.065>of <00:50:30.240>the <00:50:30.415>software.

984
00:50:32.545 --> 00:50:35.445
<00:50:32.545>Or <00:50:32.685>it <00:50:32.825>could <00:50:32.965>be <00:50:33.105>hardware, <00:50:33.245>so <00:50:33.385>it's <00:50:33.525>minimum <00:50:33.665>of <00:50:33.805>two <00:50:33.945>weeks,

985
00:50:35.725 --> 00:50:38.325
<00:50:35.725>assuming <00:50:35.958>it's <00:50:36.191>software <00:50:36.424>bug <00:50:36.658>or <00:50:36.891>change <00:50:37.125>request.

986
00:50:38.385 --> 00:50:39.925
<00:50:38.385>But <00:50:38.662>if <00:50:38.939>it's <00:50:39.216>hardware <00:50:39.493>change <00:50:39.771>request,

987
00:50:39.925 --> 00:50:41.165
<00:50:39.925>then <00:50:40.204>it <00:50:40.483>could <00:50:40.762>take <00:50:41.041>longer.

988
00:50:41.945 --> 00:50:44.805
<00:50:41.945>And <00:50:42.178>because <00:50:42.411>the <00:50:42.645>main <00:50:42.878>problem <00:50:43.111>with <00:50:43.345>yesterday,

989
00:50:44.945 --> 00:50:46.845
<00:50:44.945>what's <00:50:45.225>called <00:50:45.505>environment <00:50:45.785>was <00:50:46.065>that <00:50:46.345>it's,

990
00:50:46.845 --> 00:50:48.245
<00:50:46.845>it <00:50:47.265>was <00:50:47.685>hardware <00:50:48.105>centric.

991
00:50:48.245 --> 00:50:51.645
<00:50:48.245>It <00:50:48.400>was <00:50:48.556>focusing <00:50:48.711>on <00:50:48.867>the <00:50:49.022>ECU <00:50:49.178>and <00:50:49.333>on <00:50:49.489>the <00:50:49.645>hardware.

992
00:50:51.645 --> 00:50:53.485
<00:50:51.645>It, <00:50:51.995>it <00:50:52.345>was <00:50:52.695>very <00:50:53.045>coupled.

993
00:50:53.485 --> 00:50:55.805
<00:50:53.485>The <00:50:53.685>software <00:50:53.885>and <00:50:54.085>hardware <00:50:54.285>were, <00:50:54.485>were <00:50:54.685>very <00:50:54.885>coupled.

994
00:50:56.265 --> 00:50:58.725
<00:50:56.265>And <00:50:56.498>now <00:50:56.731>with <00:50:56.964>what's <00:50:57.198>called <00:50:57.431>tomorrow <00:50:57.665>environment,

995
00:50:58.795 --> 00:51:00.285
<00:50:58.795>it's <00:50:59.242>purely <00:50:59.689>software <00:51:00.136>centric.

996
00:51:00.345 --> 00:51:04.045
<00:51:00.345>So <00:51:00.500>it's <00:51:00.656>moving <00:51:00.811>into <00:51:00.967>the <00:51:01.122>same <00:51:01.278>mindset <00:51:01.433>as <00:51:01.589>mobile <00:51:01.745>phones

997
00:51:04.465 --> 00:51:08.125
<00:51:04.465>or <00:51:04.605>as <00:51:04.745>PCs <00:51:04.885>where <00:51:05.025>you <00:51:05.165>will <00:51:05.305>have <00:51:05.445>kind <00:51:05.585>of <00:51:05.725>generic <00:51:05.865>hardware,

998
00:51:08.535 --> 00:51:12.165
<00:51:08.535>which <00:51:08.768>allows <00:51:09.001>running <00:51:09.234>any <00:51:09.468>kind <00:51:09.701>of <00:51:09.935>software,

999
00:51:12.165 --> 00:51:13.165
<00:51:12.165>of <00:51:12.390>course <00:51:12.615>not <00:51:12.840>any <00:51:13.065>kind

1000
00:51:13.165 --> 00:51:14.285
<00:51:13.165>because <00:51:13.366>you <00:51:13.568>need <00:51:13.769>to <00:51:13.971>define <00:51:14.173>to,

1001
00:51:14.285 --> 00:51:17.445
<00:51:14.285>to <00:51:14.440>totally <00:51:14.596>depend <00:51:14.751>on <00:51:14.907>your <00:51:15.062>environment, <00:51:15.218>on <00:51:15.373>your <00:51:15.529>sensor <00:51:15.685>model.

1002
00:51:17.745 --> 00:51:20.045
<00:51:17.745>But <00:51:17.920>if <00:51:18.095>you <00:51:18.270>have <00:51:18.444>enough <00:51:18.620>sensors <00:51:18.795>in <00:51:18.970>the <00:51:19.145>car,

1003
00:51:20.045 --> 00:51:21.525
<00:51:20.045>you <00:51:20.378>have <00:51:20.711>all <00:51:21.044>the <00:51:21.377>infrastructure

1004
00:51:21.635 --> 00:51:23.165
<00:51:21.635>with <00:51:21.910>your <00:51:22.185>hardware <00:51:22.461>in <00:51:22.736>the <00:51:23.012>car,

1005
00:51:23.475 --> 00:51:26.725
<00:51:23.475>then <00:51:23.615>at <00:51:23.755>the <00:51:23.895>end <00:51:24.035>you <00:51:24.174>will <00:51:24.315>be <00:51:24.455>only <00:51:24.595>doing <00:51:24.735>software <00:51:24.875>development

1006
00:51:26.725 --> 00:51:28.165
<00:51:26.725>and <00:51:27.049>it'll <00:51:27.373>be <00:51:27.697>software <00:51:28.020>centric.

1007
00:51:28.345 --> 00:51:31.605
<00:51:28.345>And <00:51:28.484>here <00:51:28.625>the <00:51:28.765>m <00:51:28.904>will <00:51:29.044>be <00:51:29.185>getting <00:51:29.325>software <00:51:29.464>from <00:51:29.605>different <00:51:29.745>tier.

1008
00:51:32.555 --> 00:51:34.845
<00:51:32.555>It's <00:51:32.730>not <00:51:32.904>tier <00:51:33.080>one, <00:51:33.254>but <00:51:33.430>it's <00:51:33.605>called <00:51:33.779>software <00:51:33.955>tiers.

1009
00:51:35.145 --> 00:51:38.205
<00:51:35.145>So <00:51:35.320>from, <00:51:35.495>uh, <00:51:35.670>and <00:51:35.845>those <00:51:36.020>will <00:51:36.195>provide <00:51:36.370>different, <00:51:36.545>like

1010
00:51:38.305 --> 00:51:41.605
<00:51:38.305>for <00:51:38.480>example, <00:51:38.654>they're <00:51:38.830>getting <00:51:39.004>some <00:51:39.180>algorithms <00:51:39.355>from, <00:51:39.529>uh, <00:51:39.705>one

1011
00:51:42.125 --> 00:51:44.725
<00:51:42.125>software <00:51:42.405>supplier <00:51:42.685>and, <00:51:42.965>uh, <00:51:43.245>some, <00:51:43.525>uh,

1012
00:51:44.725 --> 00:51:47.645
<00:51:44.725>like <00:51:44.958>sensor <00:51:45.191>model <00:51:45.424>from <00:51:45.658>another <00:51:45.891>software <00:51:46.125>supplier.

1013
00:51:47.645 --> 00:51:50.005
<00:51:47.645>And <00:51:47.845>then <00:51:48.045>the <00:51:48.245>OEM <00:51:48.445>is <00:51:48.645>mainly <00:51:48.845>the <00:51:49.045>one

1014
00:51:50.005 --> 00:51:52.365
<00:51:50.005>who <00:51:50.285>is <00:51:50.565>doing <00:51:50.845>the <00:51:51.125>full <00:51:51.405>CICD

1015
00:51:52.385 --> 00:51:55.565
<00:51:52.385>and <00:51:52.585>CI <00:51:52.785>CD <00:51:52.985>is <00:51:53.185>continuous <00:51:53.385>integration, <00:51:53.585>continuous <00:51:53.785>deployment,

1016
00:51:55.985 --> 00:51:57.245
<00:51:55.985>uh, <00:51:56.363>and <00:51:56.741>build <00:51:57.118>chains.

1017
00:51:57.505 --> 00:52:01.325
<00:51:57.505>And <00:51:57.680>they <00:51:57.855>are <00:51:58.030>looking <00:51:58.205>at <00:51:58.380>fast <00:51:58.555>software <00:51:58.730>builds <00:51:58.905>up

1018
00:52:01.325 --> 00:52:03.565
<00:52:01.325>to <00:52:01.524>30 <00:52:01.725>minutes <00:52:01.924>that <00:52:02.125>they <00:52:02.325>want <00:52:02.524>to <00:52:02.725>reach

1019
00:52:03.595 --> 00:52:05.165
<00:52:03.595>with <00:52:03.944>this <00:52:04.294>kind <00:52:04.645>of <00:52:04.995>solution.

1020
00:52:05.165 --> 00:52:08.645
<00:52:05.165>Because <00:52:05.365>moving <00:52:05.565>with <00:52:05.765>a <00:52:05.965>fully <00:52:06.165>autonomy <00:52:06.365>drive <00:52:06.565>and,

1021
00:52:08.645 --> 00:52:11.525
<00:52:08.645>and <00:52:08.800>a <00:52:08.956>full <00:52:09.111>autonomous <00:52:09.267>drive, <00:52:09.422>you <00:52:09.578>of <00:52:09.733>course <00:52:09.889>cannot <00:52:10.045>afford

1022
00:52:11.545 --> 00:52:15.245
<00:52:11.545>to <00:52:11.661>have <00:52:11.778>two <00:52:11.895>weeks <00:52:12.011>or <00:52:12.128>four <00:52:12.245>weeks <00:52:12.361>of <00:52:12.478>bugs <00:52:12.595>of <00:52:12.711>cars, <00:52:12.828>uh, <00:52:12.945>in

1023
00:52:15.245 --> 00:52:19.285
<00:52:15.245>inside <00:52:15.384>the <00:52:15.525>cars <00:52:15.665>because <00:52:15.805>then <00:52:15.944>you <00:52:16.085>will <00:52:16.225>have <00:52:16.365>your <00:52:16.505>cars <00:52:16.645>stopped

1024
00:52:19.385 --> 00:52:21.245
<00:52:19.385>and <00:52:19.585>parked <00:52:19.785>for <00:52:19.985>those <00:52:20.185>two <00:52:20.385>or <00:52:20.585>four <00:52:20.785>weeks.

1025
00:52:21.265 --> 00:52:23.285
<00:52:21.265>And <00:52:21.498>of <00:52:21.731>course, <00:52:21.964>this <00:52:22.198>is <00:52:22.431>not <00:52:22.665>logic,

1026
00:52:23.865 --> 00:52:27.725
<00:52:23.865>and <00:52:24.020>the <00:52:24.176>idea <00:52:24.331>is <00:52:24.487>to, <00:52:24.642>to <00:52:24.798>have <00:52:24.953>easy, <00:52:25.109>uh, <00:52:25.265>software

1027
00:52:27.825 --> 00:52:32.005
<00:52:27.825>and <00:52:28.024>CICD <00:52:28.225>pipeline <00:52:28.424>to <00:52:28.625>reach <00:52:28.825>shorter <00:52:29.024>time <00:52:29.225>to,

1028
00:52:32.515 --> 00:52:34.685
<00:52:32.515>from <00:52:32.795>the <00:52:33.075>change <00:52:33.355>request <00:52:33.634>to, <00:52:33.915>uh,

1029
00:52:34.705 --> 00:52:37.925
<00:52:34.705>or <00:52:34.845>from <00:52:34.985>software <00:52:35.125>development <00:52:35.265>up <00:52:35.404>to <00:52:35.545>deploying <00:52:35.685>it <00:52:35.825>in <00:52:35.965>the <00:52:36.105>car,

1030
00:52:38.055 --> 00:52:40.125
<00:52:38.055>using <00:52:38.288>of <00:52:38.521>course <00:52:38.754>over <00:52:38.988>the <00:52:39.221>air <00:52:39.455>update

1031
00:52:40.125 --> 00:52:41.245
<00:52:40.125>and <00:52:40.461>all <00:52:40.797>those <00:52:41.133>technologies.

1032
00:52:44.375 --> 00:52:47.195
<00:52:44.375>And <00:52:44.530>again, <00:52:44.686>back <00:52:44.841>to, <00:52:44.997>to <00:52:45.152>the <00:52:45.308>slide <00:52:45.463>that <00:52:45.619>ULI <00:52:45.775>showed.

1033
00:52:47.255 --> 00:52:49.435
<00:52:47.255>So <00:52:47.535>it, <00:52:47.815>again, <00:52:48.095>the <00:52:48.375>idea <00:52:48.655>is

1034
00:52:50.215 --> 00:52:53.475
<00:52:50.215>moving <00:52:50.415>from <00:52:50.615>the <00:52:50.815>traditional <00:52:51.015>testing <00:52:51.215>in <00:52:51.415>the <00:52:51.615>vehicle

1035
00:52:53.585 --> 00:52:57.795
<00:52:53.585>that <00:52:53.818>happened <00:52:54.051>previously, <00:52:54.285>moving <00:52:54.518>into <00:52:54.751>ground <00:52:54.985>truth

1036
00:52:57.975 --> 00:52:59.675
<00:52:57.975>and <00:52:58.441>doing <00:52:58.908>hill <00:52:59.375>testing.

1037
00:52:59.935 --> 00:53:01.955
<00:52:59.935>And <00:53:00.168>this <00:53:00.401>is <00:53:00.634>already, <00:53:00.868>let's <00:53:01.101>say <00:53:01.335>today

1038
00:53:01.985 --> 00:53:03.595
<00:53:01.985>development <00:53:02.335>is <00:53:02.685>happening <00:53:03.035>like <00:53:03.385>this.

1039
00:53:03.865 --> 00:53:05.915
<00:53:03.865>Most, <00:53:04.145>if <00:53:04.424>not <00:53:04.705>all <00:53:04.984>of <00:53:05.265>OEMs

1040
00:53:05.915 --> 00:53:09.715
<00:53:05.915>and <00:53:06.090>tier <00:53:06.265>ones <00:53:06.440>are <00:53:06.615>testing <00:53:06.790>their <00:53:06.965>software <00:53:07.140>using <00:53:07.315>servers

1041
00:53:09.715 --> 00:53:12.475
<00:53:09.715>and <00:53:09.870>Hill <00:53:10.026>Station <00:53:10.181>to <00:53:10.337>be <00:53:10.492>able <00:53:10.648>to <00:53:10.803>build <00:53:10.959>their <00:53:11.115>software

1042
00:53:12.475 --> 00:53:14.915
<00:53:12.475>and <00:53:12.755>tested <00:53:13.035>at <00:53:13.315>scale <00:53:13.595>and <00:53:13.875>fast.

1043
00:53:15.375 --> 00:53:16.635
<00:53:15.375>And <00:53:15.753>the <00:53:16.131>next <00:53:16.509>generation

1044
00:53:16.695 --> 00:53:20.675
<00:53:16.695>or, <00:53:16.811>uh, <00:53:16.928>follow <00:53:17.045>up <00:53:17.161>is <00:53:17.278>to <00:53:17.395>do <00:53:17.511>all <00:53:17.628>this <00:53:17.745>with <00:53:17.861>the <00:53:17.978>digital <00:53:18.095>twin,

1045
00:53:20.675 --> 00:53:24.115
<00:53:20.675>what <00:53:20.830>was <00:53:20.986>explained <00:53:21.141>by <00:53:21.297>ULI <00:53:21.452>to <00:53:21.608>move <00:53:21.763>into <00:53:21.919>fully <00:53:22.075>virtualization

1046
00:53:24.215 --> 00:53:28.085
<00:53:24.215>and <00:53:24.390>even <00:53:24.565>full <00:53:24.740>virtualized <00:53:24.915>ECU <00:53:25.090>to <00:53:25.265>run <00:53:25.440>in, <00:53:25.615>um,

1047
00:53:28.635 --> 00:53:30.085
<00:53:28.635>your <00:53:29.287>full <00:53:29.940>software

1048
00:53:30.145 --> 00:53:33.125
<00:53:30.145>and <00:53:30.320>hardware <00:53:30.495>running <00:53:30.670>in <00:53:30.845>the <00:53:31.020>cloud <00:53:31.195>to <00:53:31.370>test <00:53:31.545>them.

1049
00:53:36.295 --> 00:53:38.795
<00:53:36.295>And <00:53:36.528>as <00:53:36.761>mentioned, <00:53:36.995>we <00:53:37.228>need <00:53:37.461>to <00:53:37.695>increase

1050
00:53:38.855 --> 00:53:43.675
<00:53:38.855>and <00:53:38.982>the <00:53:39.109>idea <00:53:39.236>is <00:53:39.364>here <00:53:39.491>is <00:53:39.618>to, <00:53:39.745>uh, <00:53:39.873>reduce <00:53:40.000>the <00:53:40.127>target <00:53:40.255>build,

1051
00:53:43.775 --> 00:53:48.355
<00:53:43.775>so <00:53:43.915>increase <00:53:44.055>the <00:53:44.195>number <00:53:44.335>of <00:53:44.475>software <00:53:44.615>build, <00:53:44.755>uh, <00:53:44.895>at <00:53:45.035>the <00:53:45.175>time

1052
00:53:48.855 --> 00:53:51.355
<00:53:48.855>and <00:53:49.205>increase, <00:53:49.555>uh, <00:53:49.905>simulation <00:53:50.255>accuracy

1053
00:53:51.575 --> 00:53:54.115
<00:53:51.575>and <00:53:51.774>at <00:53:51.975>the <00:53:52.174>end, <00:53:52.375>reduce <00:53:52.575>the <00:53:52.774>ground <00:53:52.975>testing

1054
00:53:54.495 --> 00:53:58.635
<00:53:54.495>and <00:53:54.622>the <00:53:54.749>need <00:53:54.876>to <00:53:55.004>do, <00:53:55.131>uh, <00:53:55.258>proving <00:53:55.385>ground <00:53:55.513>testing, <00:53:55.640>uh, <00:53:55.767>to <00:53:55.895>do,

1055
00:53:58.635 --> 00:54:00.115
<00:53:58.635>to <00:53:58.901>reduce <00:53:59.167>the <00:53:59.434>ground <00:53:59.700>testing <00:53:59.966>cost.

1056
00:54:02.165 --> 00:54:04.805
<00:54:02.165>I <00:54:02.365>think <00:54:02.565>this <00:54:02.765>was <00:54:02.965>my, <00:54:03.165>our <00:54:03.365>last <00:54:03.565>slide.

1057
00:54:05.545 --> 00:54:07.965
<00:54:05.545>Um, <00:54:05.745>so <00:54:05.945>I <00:54:06.145>will <00:54:06.345>stop <00:54:06.545>sharing <00:54:06.745>now <00:54:06.945>so

1058
00:54:07.965 --> 00:54:09.765
<00:54:07.965>that <00:54:08.165>I <00:54:08.365>can <00:54:08.565>also <00:54:08.765>look <00:54:08.965>at <00:54:09.165>the <00:54:09.365>q

1059
00:54:09.765 --> 00:54:10.125
<00:54:09.765>and <00:54:10.089>e

1060
00:54:15.085 --> 00:54:16.865
<00:54:15.085>And <00:54:15.435>Stefan, <00:54:15.785>will <00:54:16.135>you <00:54:16.485>Yeah,

1061
00:54:18.015 --> 00:54:19.015
<00:54:18.015>Yeah. <00:54:18.915>Hi,

1062
00:54:19.015 --> 00:54:22.465
<00:54:19.015>I'm <00:54:19.248>back <00:54:19.481>from <00:54:19.714>the <00:54:19.948>virtual <00:54:20.181>test <00:54:20.415>track

1063
00:54:24.205 --> 00:54:27.465
<00:54:24.205>and <00:54:24.438>I <00:54:24.671>will <00:54:24.904>turn <00:54:25.138>on <00:54:25.371>the <00:54:25.605>question.

1064
00:54:29.085 --> 00:54:31.545
<00:54:29.085>So <00:54:29.785>I <00:54:30.485>start,

1065
00:54:33.645 --> 00:54:37.145
<00:54:33.645>so <00:54:33.820>I'm <00:54:33.995>a <00:54:34.170>Scottish <00:54:34.345>student, <00:54:34.520>well, <00:54:34.695>not <00:54:34.870>me, <00:54:35.045>uh,

1066
00:54:37.165 --> 00:54:41.465
<00:54:37.165>but <00:54:37.340>Lucas, <00:54:37.515>um, <00:54:37.690>in <00:54:37.865>my <00:54:38.040>final <00:54:38.215>year <00:54:38.390>studying <00:54:38.565>AI

1067
00:54:41.465 --> 00:54:42.665
<00:54:41.465>and <00:54:41.735>computer <00:54:42.005>science, <00:54:42.275>I'm <00:54:42.545>here

1068
00:54:42.665 --> 00:54:44.945
<00:54:42.665>because <00:54:42.865>my <00:54:43.065>dream <00:54:43.265>job <00:54:43.465>is <00:54:43.665>to <00:54:43.865>get <00:54:44.065>involved

1069
00:54:45.215 --> 00:54:46.705
<00:54:45.215>with <00:54:45.885>autonomous <00:54:46.556>vehicles.

1070
00:54:47.605 --> 00:54:51.585
<00:54:47.605>Um, <00:54:47.838>how <00:54:48.071>can <00:54:48.305>a <00:54:48.538>graduate <00:54:48.771>get <00:54:49.005>into

1071
00:54:51.585 --> 00:54:52.945
<00:54:51.585>this <00:54:52.809>industry?

1072
00:54:57.855 --> 00:54:59.505
<00:54:57.855>Well, <00:54:58.088>I <00:54:58.321>would <00:54:58.555>say, <00:54:58.788>I <00:54:59.021>mean, <00:54:59.255>uh,

1073
00:54:59.725 --> 00:55:03.505
<00:54:59.725>you <00:54:59.865>already <00:55:00.005>didn't <00:55:00.145>pretty <00:55:00.285>good <00:55:00.424>large <00:55:00.565>step <00:55:00.705>in <00:55:00.845>terms <00:55:00.985>of, <00:55:01.125>uh,

1074
00:55:03.505 --> 00:55:06.345
<00:55:03.505>selecting <00:55:03.738>your, <00:55:03.971>uh, <00:55:04.205>your <00:55:04.438>case <00:55:04.671>of <00:55:04.905>studies.

1075
00:55:06.685 --> 00:55:07.985
<00:55:06.685>Uh, <00:55:07.270>so <00:55:07.855>AI

1076
00:55:07.985 --> 00:55:09.665
<00:55:07.985>and <00:55:08.265>computer <00:55:08.545>science <00:55:08.825>is <00:55:09.105>obviously <00:55:09.385>on,

1077
00:55:09.685 --> 00:55:11.785
<00:55:09.685>on <00:55:09.860>on <00:55:10.035>high <00:55:10.210>demand <00:55:10.384>in <00:55:10.560>this <00:55:10.735>market <00:55:10.910>right <00:55:11.085>now.

1078
00:55:12.445 --> 00:55:15.185
<00:55:12.445>Um, <00:55:12.678>of <00:55:12.911>course, <00:55:13.145>uh, <00:55:13.378>Corona <00:55:13.611>situation <00:55:13.845>is

1079
00:55:15.995 --> 00:55:19.465
<00:55:15.995>right <00:55:16.170>now <00:55:16.345>affecting <00:55:16.520>the <00:55:16.694>whole, <00:55:16.870>um, <00:55:17.045>economy <00:55:17.220>for <00:55:17.395>sure.

1080
00:55:20.125 --> 00:55:24.505
<00:55:20.125>But <00:55:20.280>nevertheless, <00:55:20.436>uh, <00:55:20.591>I <00:55:20.747>would <00:55:20.902>say <00:55:21.058>the, <00:55:21.213>uh, <00:55:21.369>ad, <00:55:21.525>um,

1081
00:55:24.615 --> 00:55:26.745
<00:55:24.615>development <00:55:24.964>challenge <00:55:25.314>will <00:55:25.665>not, <00:55:26.015>uh,

1082
00:55:26.885 --> 00:55:28.785
<00:55:26.885>go <00:55:27.118>away, <00:55:27.351>uh, <00:55:27.585>due <00:55:27.818>to <00:55:28.051>this <00:55:28.285>virus.

1083
00:55:29.365 --> 00:55:30.625
<00:55:29.365>So <00:55:29.591>we <00:55:29.818>will <00:55:30.045>stay <00:55:30.272>on <00:55:30.499>this

1084
00:55:30.765 --> 00:55:32.265
<00:55:30.765>and, <00:55:31.214>um, <00:55:31.665>uh, <00:55:32.115>yeah,

1085
00:55:32.325 --> 00:55:36.145
<00:55:32.325>so <00:55:32.464>we <00:55:32.605>are <00:55:32.745>continuously <00:55:32.884>also <00:55:33.024>right <00:55:33.165>now <00:55:33.305>looking <00:55:33.444>into, <00:55:33.585>um, <00:55:33.725>um,

1086
00:55:36.585 --> 00:55:39.945
<00:55:36.585>excellent, <00:55:36.785>um, <00:55:36.985>profiles, <00:55:37.185>getting <00:55:37.385>new <00:55:37.585>colleagues <00:55:37.785>on <00:55:37.985>there,

1087
00:55:40.685 --> 00:55:43.545
<00:55:40.685>um, <00:55:40.884>as <00:55:41.085>long, <00:55:41.285>um, <00:55:41.485>as <00:55:41.685>the <00:55:41.884>situation <00:55:42.085>allows.

1088
00:55:44.855 --> 00:55:47.705
<00:55:44.855>Yeah, <00:55:44.982>and <00:55:45.109>maybe <00:55:45.236>in <00:55:45.364>a <00:55:45.491>kind <00:55:45.618>of <00:55:45.745>generic <00:55:45.873>answer <00:55:46.000>as <00:55:46.127>well, <00:55:46.255>is

1089
00:55:47.705 --> 00:55:50.905
<00:55:47.705>that <00:55:47.832>as, <00:55:47.959>as <00:55:48.086>will <00:55:48.214>mentioned, <00:55:48.341>you <00:55:48.468>are <00:55:48.595>on, <00:55:48.723>on <00:55:48.850>the <00:55:48.977>right <00:55:49.105>track

1090
00:55:50.935 --> 00:55:53.585
<00:55:50.935>because <00:55:51.168>as <00:55:51.401>we <00:55:51.634>explained <00:55:51.868>with <00:55:52.101>autonomous <00:55:52.335>drive,

1091
00:55:54.235 --> 00:55:55.705
<00:55:54.235>there <00:55:54.676>are <00:55:55.117>multiple <00:55:55.558>pillars

1092
00:55:55.705 --> 00:55:58.385
<00:55:55.705>to <00:55:55.880>build <00:55:56.055>this <00:55:56.230>at <00:55:56.404>the <00:55:56.580>end <00:55:56.755>autonomous <00:55:56.930>drive <00:55:57.105>vehicle

1093
00:55:58.565 --> 00:56:02.465
<00:55:58.565>and <00:55:58.740>all <00:55:58.915>this <00:55:59.090>sensor <00:55:59.265>model <00:55:59.440>or <00:55:59.615>sensors <00:55:59.790>and <00:55:59.965>actuators

1094
00:56:02.685 --> 00:56:04.385
<00:56:02.685>and <00:56:03.151>autonomous <00:56:03.618>drive, <00:56:04.085>ECU,

1095
00:56:04.645 --> 00:56:07.705
<00:56:04.645>but <00:56:04.800>one <00:56:04.956>main <00:56:05.111>part <00:56:05.267>of <00:56:05.422>it <00:56:05.578>will <00:56:05.733>be <00:56:05.889>the <00:56:06.045>AI

1096
00:56:07.845 --> 00:56:10.505
<00:56:07.845>and <00:56:08.044>the <00:56:08.245>machine <00:56:08.444>learning <00:56:08.645>algorithms <00:56:08.845>that <00:56:09.044>will <00:56:09.245>run

1097
00:56:10.505 --> 00:56:14.745
<00:56:10.505>to <00:56:10.680>do <00:56:10.855>all <00:56:11.030>the <00:56:11.205>automatic, <00:56:11.380>um, <00:56:11.555>features <00:56:11.730>and <00:56:11.905>functionality.

1098
00:56:15.285 --> 00:56:19.065
<00:56:15.285>And <00:56:15.412>this <00:56:15.539>is <00:56:15.666>one <00:56:15.794>of <00:56:15.921>the <00:56:16.048>areas <00:56:16.175>where <00:56:16.303>the <00:56:16.430>autonomous <00:56:16.557>drive, <00:56:16.685>uh,

1099
00:56:19.125 --> 00:56:22.345
<00:56:19.125>uh, <00:56:19.280>is <00:56:19.436>moving <00:56:19.591>to, <00:56:19.747>to <00:56:19.902>move <00:56:20.058>to, <00:56:20.213>into <00:56:20.369>the <00:56:20.525>AI

1100
00:56:22.345 --> 00:56:24.005
<00:56:22.345>and <00:56:22.811>computer <00:56:23.278>science <00:56:23.745>parts.

1101
00:56:24.305 --> 00:56:26.165
<00:56:24.305>And <00:56:24.504>as <00:56:24.705>we've <00:56:24.904>shown <00:56:25.105>with, <00:56:25.305>with <00:56:25.504>our, <00:56:25.705>uh,

1102
00:56:26.165 --> 00:56:28.725
<00:56:26.165>robotic <00:56:26.398>drive <00:56:26.631>solution, <00:56:26.865>we <00:56:27.098>are <00:56:27.331>helping <00:56:27.565>this

1103
00:56:28.745 --> 00:56:31.445
<00:56:28.745>by <00:56:28.978>providing <00:56:29.211>the <00:56:29.444>data <00:56:29.678>infrastructure <00:56:29.911>and <00:56:30.145>platform.

1104
00:56:33.235 --> 00:56:35.605
<00:56:33.235>Okay. <00:56:34.635>Yeah.

1105
00:56:36.245 --> 00:56:41.205
<00:56:36.245>Question <00:56:36.372>is, <00:56:36.499>can <00:56:36.626>the <00:56:36.754>data <00:56:36.881>from <00:56:37.008>Asia <00:56:37.135>be <00:56:37.263>used <00:56:37.390>around <00:56:37.517>the <00:56:37.645>globe

1106
00:56:41.505 --> 00:56:42.565
<00:56:41.505>or <00:56:41.823>is <00:56:42.141>it <00:56:42.459>local?

1107
00:56:46.445 --> 00:56:48.025
<00:56:46.445>Willie, <00:56:46.645>do <00:56:46.845>you <00:56:47.045>want <00:56:47.245>to <00:56:47.445>take <00:56:47.645>this <00:56:47.845>or?

1108
00:56:48.855 --> 00:56:52.145
<00:56:48.855>Well, <00:56:48.982>I <00:56:49.109>mean, <00:56:49.236>uh, <00:56:49.364>I <00:56:49.491>think, <00:56:49.618>uh, <00:56:49.745>Asia <00:56:49.873>would, <00:56:50.000>uh, <00:56:50.127>need <00:56:50.255>some,

1109
00:56:52.285 --> 00:56:54.225
<00:56:52.285>uh, <00:56:52.634>special <00:56:52.984>definitions <00:56:53.335>there, <00:56:53.685>right?

1110
00:56:54.805 --> 00:56:56.825
<00:56:54.805>Um, <00:56:55.004>there <00:56:55.205>might <00:56:55.404>be <00:56:55.605>some <00:56:55.805>Chinese <00:56:56.004>walls <00:56:56.205>around,

1111
00:56:56.925 --> 00:56:57.945
<00:56:56.925>around <00:56:57.384>some <00:56:57.843>data.

1112
00:56:58.765 --> 00:57:02.545
<00:56:58.765>Um, <00:56:58.920>on <00:56:59.076>all <00:56:59.231>other <00:56:59.387>words, <00:56:59.542>I <00:56:59.698>mean, <00:56:59.853>uh, <00:57:00.009>the, <00:57:00.165>the,

1113
00:57:02.605 --> 00:57:05.505
<00:57:02.605>the <00:57:02.745>way <00:57:02.885>we <00:57:03.025>set <00:57:03.165>it <00:57:03.305>up <00:57:03.445>for <00:57:03.585>clients <00:57:03.725>is, <00:57:03.865>uh, <00:57:04.005>really

1114
00:57:05.505 --> 00:57:07.185
<00:57:05.505>as <00:57:05.785>in <00:57:06.065>geo <00:57:06.345>distributed <00:57:06.625>data <00:57:06.905>lake.

1115
00:57:07.205 --> 00:57:10.185
<00:57:07.205>So <00:57:07.321>at <00:57:07.438>the <00:57:07.555>end <00:57:07.671>of <00:57:07.788>the <00:57:07.904>day, <00:57:08.021>uh, <00:57:08.138>no <00:57:08.255>matter <00:57:08.371>I <00:57:08.488>mean, <00:57:08.605>uh,

1116
00:57:10.475 --> 00:57:14.545
<00:57:10.475>where <00:57:10.674>the <00:57:10.875>data <00:57:11.075>are <00:57:11.275>collected, <00:57:11.475>um, <00:57:11.674>they <00:57:11.875>should,

1117
00:57:14.925 --> 00:57:17.865
<00:57:14.925>and <00:57:15.100>we <00:57:15.275>have, <00:57:15.450>uh, <00:57:15.625>according <00:57:15.800>SLAs <00:57:15.975>and, <00:57:16.150>um, <00:57:16.325>and,

1118
00:57:17.965 --> 00:57:22.505
<00:57:17.965>and <00:57:18.120>requirements <00:57:18.276>to <00:57:18.431>have <00:57:18.587>an <00:57:18.742>within <00:57:18.898>a <00:57:19.053>certain <00:57:19.209>time <00:57:19.365>span,

1119
00:57:22.725 --> 00:57:26.265
<00:57:22.725>the <00:57:22.865>data <00:57:23.005>needs <00:57:23.145>to <00:57:23.285>be <00:57:23.424>available, <00:57:23.565>uh, <00:57:23.705>uh, <00:57:23.845>for <00:57:23.985>the <00:57:24.125>developers,

1120
00:57:26.445 --> 00:57:29.225
<00:57:26.445>uh, <00:57:26.620>located <00:57:26.795>at <00:57:26.970>the <00:57:27.145>developer <00:57:27.320>centers <00:57:27.495>of <00:57:27.670>the <00:57:27.845>client.

1121
00:57:30.645 --> 00:57:31.745
<00:57:30.645>But <00:57:30.810>at <00:57:30.975>first, <00:57:31.140>I <00:57:31.305>mean, <00:57:31.470>there <00:57:31.634>is,

1122
00:57:31.755 --> 00:57:33.785
<00:57:31.755>there <00:57:31.988>are <00:57:32.221>some <00:57:32.455>limitations <00:57:32.688>within <00:57:32.921>China, <00:57:33.155>um,

1123
00:57:33.805 --> 00:57:35.865
<00:57:33.805>but <00:57:33.960>also <00:57:34.116>there <00:57:34.271>we <00:57:34.427>are, <00:57:34.582>we're, <00:57:34.738>we <00:57:34.893>are <00:57:35.049>running, <00:57:35.205>um,

1124
00:57:36.525 --> 00:57:38.985
<00:57:36.525>we <00:57:36.758>are <00:57:36.991>running <00:57:37.225>that, <00:57:37.458>um, <00:57:37.691>that <00:57:37.925>platform.

1125
00:57:39.845 --> 00:57:43.825
<00:57:39.845>Um, <00:57:40.044>but <00:57:40.245>uh, <00:57:40.444>the <00:57:40.645>individual <00:57:40.845>OEMs <00:57:41.044>have <00:57:41.245>their,

1126
00:57:43.825 --> 00:57:46.745
<00:57:43.825>their <00:57:44.058>individual <00:57:44.291>solutions <00:57:44.524>for, <00:57:44.758>especially <00:57:44.991>for <00:57:45.225>China.

1127
00:57:47.655 --> 00:57:52.065
<00:57:47.655>Okay. <00:57:47.855>The <00:57:48.055>next <00:57:48.255>one <00:57:48.455>is, <00:57:48.655>uh, <00:57:48.855>double <00:57:49.055>question.

1128
00:57:52.965 --> 00:57:57.665
<00:57:52.965>Um, <00:57:53.198>how <00:57:53.431>differentiate <00:57:53.665>your <00:57:53.898>software <00:57:54.131>product, <00:57:54.365>uh,

1129
00:57:57.665 --> 00:57:58.985
<00:57:57.665>when <00:57:58.061>compared <00:57:58.457>to <00:57:58.853>Tesla?

1130
00:57:59.525 --> 00:58:03.305
<00:57:59.525>And <00:57:59.758>would <00:57:59.991>this <00:58:00.225>be <00:58:00.458>effective <00:58:00.691>in <00:58:00.925>non-control

1131
00:58:03.305 --> 00:58:04.585
<00:58:03.305>traffic <00:58:04.457>environments?

1132
00:58:06.255 --> 00:58:08.625
<00:58:06.255>Yeah, <00:58:06.430>so <00:58:06.605>if <00:58:06.780>I <00:58:06.955>may <00:58:07.130>answer <00:58:07.305>the <00:58:07.480>first <00:58:07.655>part.

1133
00:58:08.885 --> 00:58:13.065
<00:58:08.885>So, <00:58:09.118>um, <00:58:09.351>again, <00:58:09.585>our, <00:58:09.818>so <00:58:10.051>our <00:58:10.285>product

1134
00:58:13.125 --> 00:58:15.945
<00:58:13.125>or <00:58:13.252>it's, <00:58:13.379>it's <00:58:13.506>mainly <00:58:13.634>a, <00:58:13.761>so <00:58:13.888>a <00:58:14.015>solution, <00:58:14.143>it's <00:58:14.270>not <00:58:14.397>a <00:58:14.525>product

1135
00:58:15.945 --> 00:58:18.145
<00:58:15.945>because <00:58:16.145>as <00:58:16.345>we <00:58:16.545>explained, <00:58:16.745>it <00:58:16.945>contains <00:58:17.145>many <00:58:17.345>part,

1136
00:58:18.165 --> 00:58:22.065
<00:58:18.165>and <00:58:18.320>we <00:58:18.476>have <00:58:18.631>already <00:58:18.787>many <00:58:18.942>partners <00:58:19.098>working <00:58:19.253>on <00:58:19.409>this <00:58:19.565>solution,

1137
00:58:22.065 --> 00:58:24.665
<00:58:22.065>which <00:58:22.240>we <00:58:22.415>are <00:58:22.590>providing <00:58:22.765>to <00:58:22.940>OEMs <00:58:23.115>and <00:58:23.290>tier <00:58:23.465>ones.

1138
00:58:25.205 --> 00:58:27.385
<00:58:25.205>So <00:58:25.485>Tesla <00:58:25.765>has <00:58:26.045>their <00:58:26.325>own <00:58:26.605>environment

1139
00:58:27.385 --> 00:58:29.705
<00:58:27.385>where <00:58:27.618>they <00:58:27.851>are <00:58:28.085>developing <00:58:28.318>those <00:58:28.551>AI <00:58:28.785>algorithms.

1140
00:58:29.705 --> 00:58:32.065
<00:58:29.705>And <00:58:29.938>recently <00:58:30.171>I <00:58:30.404>saw <00:58:30.638>some <00:58:30.871>videos <00:58:31.105>about

1141
00:58:32.065 --> 00:58:33.345
<00:58:32.065>what <00:58:32.449>they're <00:58:32.833>doing <00:58:33.216>there.

1142
00:58:33.885 --> 00:58:36.545
<00:58:33.885>So <00:58:34.060>again, <00:58:34.235>our <00:58:34.410>solution <00:58:34.585>could <00:58:34.760>be <00:58:34.935>used <00:58:35.110>by <00:58:35.285>Tesla

1143
00:58:36.765 --> 00:58:40.905
<00:58:36.765>or <00:58:36.920>any <00:58:37.076>other <00:58:37.231>OEM, <00:58:37.387>uh, <00:58:37.542>to <00:58:37.698>develop <00:58:37.853>their <00:58:38.009>ai, <00:58:38.165>uh,

1144
00:58:41.165 --> 00:58:42.945
<00:58:41.165>and <00:58:41.631>their <00:58:42.098>adas <00:58:42.565>ECUs.

1145
00:58:43.325 --> 00:58:44.345
<00:58:43.325>And <00:58:43.631>again, <00:58:43.937>the <00:58:44.243>idea

1146
00:58:44.445 --> 00:58:48.145
<00:58:44.445>of <00:58:44.645>the <00:58:44.845>solution <00:58:45.045>is <00:58:45.245>it <00:58:45.445>provide <00:58:45.645>data <00:58:45.845>management,

1147
00:58:48.665 --> 00:58:51.825
<00:58:48.665>functional <00:58:48.840>test <00:58:49.015>environment, <00:58:49.190>and <00:58:49.365>at <00:58:49.540>the <00:58:49.715>end <00:58:49.890>deploying, <00:58:50.065>uh,

1148
00:58:51.925 --> 00:58:53.985
<00:58:51.925>or, <00:58:52.158>or <00:58:52.391>a <00:58:52.625>process <00:58:52.858>to <00:58:53.091>deploy <00:58:53.325>it

1149
00:58:54.165 --> 00:58:55.825
<00:58:54.165>or <00:58:54.398>to <00:58:54.631>do <00:58:54.865>the <00:58:55.098>testing <00:58:55.331>to <00:58:55.565>prove

1150
00:58:55.825 --> 00:58:57.585
<00:58:55.825>that <00:58:56.024>it <00:58:56.225>could <00:58:56.424>be <00:58:56.625>deployed <00:58:56.825>into <00:58:57.024>the <00:58:57.225>car.

1151
00:59:00.045 --> 00:59:02.505
<00:59:00.045>Um, <00:59:00.200>and <00:59:00.356>if <00:59:00.511>we <00:59:00.667>look <00:59:00.822>at <00:59:00.978>the, <00:59:01.133>uh, <00:59:01.289>if <00:59:01.445>I

1152
00:59:03.015 --> 00:59:04.545
<00:59:03.015>also <00:59:03.359>also <00:59:03.703>the <00:59:04.047>second <00:59:04.392>question,

1153
00:59:04.765 --> 00:59:07.345
<00:59:04.765>so <00:59:05.045>in <00:59:05.325>the <00:59:05.605>non-controlled <00:59:05.884>traffic <00:59:06.165>environment,

1154
00:59:07.345 --> 00:59:12.145
<00:59:07.345>and <00:59:07.484>here <00:59:07.625>I <00:59:07.765>would <00:59:07.904>expect <00:59:08.044>that <00:59:08.185>this <00:59:08.325>is, <00:59:08.464>um, <00:59:08.605>to, <00:59:08.745>we,

1155
00:59:12.145 --> 00:59:15.305
<00:59:12.145>we <00:59:12.300>talk <00:59:12.456>about <00:59:12.611>like <00:59:12.767>countries <00:59:12.922>which <00:59:13.078>don't <00:59:13.233>have <00:59:13.389>like <00:59:13.545>traffic

1156
00:59:15.305 --> 00:59:16.585
<00:59:15.305>environment <00:59:15.593>or <00:59:15.881>if <00:59:16.169>I <00:59:16.457>may,

1157
00:59:16.585 --> 00:59:19.425
<00:59:16.585>if <00:59:16.740>I <00:59:16.896>understand <00:59:17.051>the <00:59:17.207>question <00:59:17.362>correctly, <00:59:17.518>but <00:59:17.673>as <00:59:17.829>I <00:59:17.985>explained

1158
00:59:19.425 --> 00:59:23.765
<00:59:19.425>before, <00:59:19.552>so <00:59:19.679>first <00:59:19.806>we <00:59:19.934>have <00:59:20.061>the <00:59:20.188>L <00:59:20.315>two, <00:59:20.443>which <00:59:20.570>is <00:59:20.697>happening <00:59:20.825>now

1159
00:59:23.765 --> 00:59:26.125
<00:59:23.765>with <00:59:23.940>all <00:59:24.115>the <00:59:24.290>adaptive <00:59:24.464>coast <00:59:24.640>control, <00:59:24.815>all <00:59:24.990>those <00:59:25.165>features.

1160
00:59:26.355 --> 00:59:29.205
<00:59:26.355>Then <00:59:26.471>we <00:59:26.588>have <00:59:26.705>this <00:59:26.821>L <00:59:26.938>two, <00:59:27.055>what's <00:59:27.171>called <00:59:27.288>L <00:59:27.405>two <00:59:27.521>plus, <00:59:27.638>which <00:59:27.755>is

1161
00:59:29.205 --> 00:59:30.245
<00:59:29.205>with <00:59:29.673>like <00:59:30.141>autopilot.

1162
00:59:30.265 --> 00:59:33.565
<00:59:30.265>So <00:59:30.420>which <00:59:30.576>happening <00:59:30.731>like <00:59:30.887>with, <00:59:31.042>um, <00:59:31.198>with, <00:59:31.353>for <00:59:31.509>example, <00:59:31.665>Tesla

1163
00:59:33.785 --> 00:59:37.005
<00:59:33.785>and <00:59:33.940>other <00:59:34.096>cars <00:59:34.251>that <00:59:34.407>already <00:59:34.562>are <00:59:34.718>running <00:59:34.873>in <00:59:35.029>the <00:59:35.185>highway.

1164
00:59:37.305 --> 00:59:40.325
<00:59:37.305>So <00:59:37.480>this <00:59:37.654>are <00:59:37.830>specific <00:59:38.004>conditions <00:59:38.180>when <00:59:38.355>run <00:59:38.529>your <00:59:38.705>car,

1165
00:59:40.385 --> 00:59:43.125
<00:59:40.385>but <00:59:40.585>with <00:59:40.785>L <00:59:40.985>three, <00:59:41.185>uh, <00:59:41.385>the <00:59:41.585>assumption <00:59:41.785>is

1166
00:59:43.125 --> 00:59:47.245
<00:59:43.125>that <00:59:43.252>the <00:59:43.379>cars <00:59:43.506>should <00:59:43.634>run <00:59:43.761>in <00:59:43.888>the <00:59:44.015>normal <00:59:44.143>streets, <00:59:44.270>in <00:59:44.397>the, <00:59:44.525>uh,

1167
00:59:47.385 --> 00:59:49.765
<00:59:47.385>and <00:59:47.618>in <00:59:47.851>the <00:59:48.085>normal, <00:59:48.318>uh, <00:59:48.551>traffic <00:59:48.785>conditions.

1168
00:59:50.345 --> 00:59:52.405
<00:59:50.345>And <00:59:50.544>this <00:59:50.745>is <00:59:50.944>what <00:59:51.145>this <00:59:51.345>platform <00:59:51.544>will <00:59:51.745>help,

1169
00:59:52.405 --> 00:59:55.685
<00:59:52.405>because <00:59:52.545>as <00:59:52.685>Uli <00:59:52.825>showed <00:59:52.965>with <00:59:53.105>the <00:59:53.245>slides, <00:59:53.385>that <00:59:53.525>to <00:59:53.665>be <00:59:53.805>able

1170
00:59:55.685 --> 00:59:58.165
<00:59:55.685>to <00:59:55.884>run <00:59:56.085>in <00:59:56.285>this, <00:59:56.485>you <00:59:56.685>need <00:59:56.884>to <00:59:57.085>test

1171
00:59:58.235 --> 01:00:00.845
<00:59:58.235>with <00:59:58.468>all <00:59:58.701>the <00:59:58.935>possi <00:59:59.168>possible <00:59:59.401>traffic <00:59:59.635>environment,

1172
01:00:00.865 --> 01:00:01.965
<01:00:00.865>at <01:00:01.360>traffic <01:00:01.855>condition.

1173
01:00:02.465 --> 01:00:06.165
<01:00:02.465>And <01:00:02.605>of <01:00:02.745>course, <01:00:02.885>if <01:00:03.025>we <01:00:03.165>go <01:00:03.305>then <01:00:03.445>to <01:00:03.585>the <01:00:03.725>other <01:00:03.865>places

1174
01:00:06.295 --> 01:00:09.445
<01:00:06.295>where <01:00:06.495>there <01:00:06.695>is <01:00:06.895>non-controlled <01:00:07.095>traffic <01:00:07.295>environment, <01:00:07.495>then <01:00:07.695>this

1175
01:00:09.445 --> 01:00:10.765
<01:00:09.445>of <01:00:09.643>course <01:00:09.841>will <01:00:10.039>be <01:00:10.237>a <01:00:10.435>big <01:00:10.633>challenge.

1176
01:00:11.505 --> 01:00:15.005
<01:00:11.505>And, <01:00:11.632>um, <01:00:11.759>I <01:00:11.886>I, <01:00:12.014>I <01:00:12.141>don't <01:00:12.268>have <01:00:12.395>really <01:00:12.523>an <01:00:12.650>answer <01:00:12.777>for <01:00:12.905>this,

1177
01:00:15.005 --> 01:00:16.925
<01:00:15.005>maybe <01:00:15.205>I'm <01:00:15.405>not <01:00:15.605>sure <01:00:15.805>really, <01:00:16.005>if <01:00:16.205>you <01:00:16.405>have,

1178
01:00:19.375 --> 01:00:22.145
<01:00:19.375>Yeah, <01:00:19.515>also, <01:00:19.655>I, <01:00:19.795>I <01:00:19.935>would <01:00:20.075>struggle <01:00:20.215>right <01:00:20.355>now <01:00:20.495>also <01:00:20.635>with <01:00:20.775>the,

1179
01:00:22.255 --> 01:00:24.665
<01:00:22.255>with <01:00:22.488>the <01:00:22.721>definition <01:00:22.955>of <01:00:23.188>non-controlled <01:00:23.421>traffic <01:00:23.655>environment

1180
01:00:24.665 --> 01:00:27.305
<01:00:24.665>because <01:00:24.820>I, <01:00:24.976>that <01:00:25.131>could <01:00:25.287>also <01:00:25.442>be <01:00:25.598>like <01:00:25.753>an <01:00:25.909>on-premise, <01:00:26.065>uh,

1181
01:00:27.305 --> 01:00:28.625
<01:00:27.305>environment <01:00:27.701>in <01:00:28.096>my <01:00:28.493>understanding.

1182
01:00:28.695 --> 01:00:30.305
<01:00:28.695>This <01:00:28.928>would <01:00:29.161>be, <01:00:29.395>that <01:00:29.628>would've <01:00:29.861>been <01:00:30.095>my

1183
01:00:30.305 --> 01:00:31.465
<01:00:30.305>direction <01:00:30.566>I <01:00:30.827>was <01:00:31.088>thinking <01:00:31.349>of.

1184
01:00:32.125 --> 01:00:34.225
<01:00:32.125>Uh, <01:00:32.325>and <01:00:32.525>then <01:00:32.725>of <01:00:32.925>course <01:00:33.125>you <01:00:33.325>can, <01:00:33.525>uh,

1185
01:00:34.415 --> 01:00:37.625
<01:00:34.415>obviously <01:00:34.590>also <01:00:34.765>do <01:00:34.940>way <01:00:35.115>more <01:00:35.290>things <01:00:35.465>already <01:00:35.640>right <01:00:35.815>now.

1186
01:00:37.765 --> 01:00:40.865
<01:00:37.765>So, <01:00:37.940>um, <01:00:38.115>looking <01:00:38.290>into, <01:00:38.464>uh, <01:00:38.640>mining <01:00:38.815>activities <01:00:38.990>we <01:00:39.165>have

1187
01:00:40.925 --> 01:00:45.185
<01:00:40.925>or, <01:00:41.052>uh, <01:00:41.179>what, <01:00:41.306>what <01:00:41.434>is <01:00:41.561>out <01:00:41.688>in <01:00:41.815>the <01:00:41.943>market <01:00:42.070>there, <01:00:42.197>um, <01:00:42.325>plants,

1188
01:00:45.465 --> 01:00:48.665
<01:00:45.465>controls <01:00:45.745>situations, <01:00:46.025>um, <01:00:46.305>logistic <01:00:46.585>hubs, <01:00:46.865>right?

1189
01:00:48.675 --> 01:00:51.425
<01:00:48.675>There <01:00:48.830>are <01:00:48.986>many, <01:00:49.141>many <01:00:49.297>applications <01:00:49.452>where <01:00:49.608>you <01:00:49.763>can <01:00:49.919>do <01:00:50.075>all

1190
01:00:51.425 --> 01:00:55.705
<01:00:51.425>of <01:00:51.532>this <01:00:51.640>already, <01:00:51.748>but <01:00:51.855>then <01:00:51.963>you <01:00:52.071>are <01:00:52.178>also <01:00:52.286>not <01:00:52.394>in <01:00:52.501>an, <01:00:52.609>uh, <01:00:52.717>in <01:00:52.825>an,

1191
01:00:55.725 --> 01:01:00.465
<01:00:55.725>in <01:00:55.852>a, <01:00:55.979>in, <01:00:56.106>in <01:00:56.234>a, <01:00:56.361>in <01:00:56.488>a <01:00:56.615>very <01:00:56.743>specific, <01:00:56.870>um, <01:00:56.997>environment <01:00:57.125>there.

1192
01:01:02.815 --> 01:01:03.985
<01:01:02.815>Okay, <01:01:03.341>thank <01:01:03.868>you.

1193
01:01:05.365 --> 01:01:10.025
<01:01:05.365>So <01:01:05.504>Luke, <01:01:05.645>again, <01:01:05.785>um, <01:01:05.924>how <01:01:06.064>do <01:01:06.205>you <01:01:06.345>manage <01:01:06.484>converting <01:01:06.625>raw <01:01:06.765>data

1194
01:01:10.085 --> 01:01:12.305
<01:01:10.085>to <01:01:10.551>clean, <01:01:11.018>labored <01:01:11.485>data?

1195
01:01:15.875 --> 01:01:17.925
<01:01:15.875>Yeah, <01:01:16.050>so <01:01:16.225>I <01:01:16.400>mean, <01:01:16.575>uh, <01:01:16.750>you're <01:01:16.925>getting, <01:01:17.100>I <01:01:17.275>mean,

1196
01:01:17.925 --> 01:01:20.925
<01:01:17.925>you're <01:01:18.065>not <01:01:18.205>getting <01:01:18.345>raw <01:01:18.485>data <01:01:18.625>in <01:01:18.765>the <01:01:18.905>sense <01:01:19.045>of <01:01:19.185>you're <01:01:19.325>getting,

1197
01:01:21.265 --> 01:01:24.565
<01:01:21.265>um, <01:01:21.545>individual, <01:01:21.825>um, <01:01:22.105>um, <01:01:22.384>um, <01:01:22.665>um,

1198
01:01:24.705 --> 01:01:26.645
<01:01:24.705>argued <01:01:24.938>RGB <01:01:25.171>values <01:01:25.404>or <01:01:25.638>something <01:01:25.871>like <01:01:26.105>that.

1199
01:01:26.975 --> 01:01:30.325
<01:01:26.975>There <01:01:27.174>are <01:01:27.375>already <01:01:27.575>predefined <01:01:27.775>formats <01:01:27.975>out <01:01:28.174>of <01:01:28.375>that,

1200
01:01:30.425 --> 01:01:31.885
<01:01:30.425>and <01:01:30.753>we <01:01:31.082>can <01:01:31.410>read <01:01:31.739>and

1201
01:01:31.985 --> 01:01:35.645
<01:01:31.985>and <01:01:32.218>digest, <01:01:32.451>uh, <01:01:32.685>all, <01:01:32.918>um, <01:01:33.151>standard, <01:01:33.385>uh,

1202
01:01:35.715 --> 01:01:36.925
<01:01:35.715>formats <01:01:35.987>which <01:01:36.259>are <01:01:36.531>out <01:01:36.804>there.

1203
01:01:37.705 --> 01:01:40.925
<01:01:37.705>Um, <01:01:37.904>and <01:01:38.105>how <01:01:38.305>you <01:01:38.505>do <01:01:38.705>then <01:01:38.904>the <01:01:39.105>cleaning

1204
01:01:40.945 --> 01:01:43.085
<01:01:40.945>and <01:01:41.178>the <01:01:41.411>labeling, <01:01:41.645>I <01:01:41.878>mean <01:01:42.111>labeling <01:01:42.345>isano

1205
01:01:43.185 --> 01:01:44.725
<01:01:43.185>and <01:01:43.531>fully <01:01:43.877>separate, <01:01:44.224>separate <01:01:44.571>task.

1206
01:01:44.845 --> 01:01:45.965
<01:01:44.845>I <01:01:45.013>mean, <01:01:45.181>the <01:01:45.349>first <01:01:45.517>step <01:01:45.685>in <01:01:45.853>the,

1207
01:01:46.105 --> 01:01:50.445
<01:01:46.105>and, <01:01:46.232>uh, <01:01:46.359>what <01:01:46.486>we <01:01:46.614>are <01:01:46.741>doing <01:01:46.868>with <01:01:46.995>our, <01:01:47.123>uh, <01:01:47.250>analyzer <01:01:47.377>tool <01:01:47.505>is,

1208
01:01:50.465 --> 01:01:52.125
<01:01:50.465>um, <01:01:50.815>you're <01:01:51.165>enriching <01:01:51.515>the <01:01:51.865>data

1209
01:01:52.185 --> 01:01:54.245
<01:01:52.185>and <01:01:52.418>also <01:01:52.651>doing <01:01:52.884>some <01:01:53.118>cross-checking <01:01:53.351>the <01:01:53.585>data.

1210
01:01:54.385 --> 01:01:57.125
<01:01:54.385>For <01:01:54.525>example, <01:01:54.665>if <01:01:54.805>you <01:01:54.945>suddenly <01:01:55.085>figure <01:01:55.225>out <01:01:55.365>that <01:01:55.505>an <01:01:55.645>sensor <01:01:55.785>is,

1211
01:01:57.425 --> 01:02:00.725
<01:01:57.425>is, <01:01:57.600>is, <01:01:57.775>is <01:01:57.950>flickering <01:01:58.125>between, <01:01:58.300>uh, <01:01:58.475>fully <01:01:58.650>on <01:01:58.825>fully

1212
01:02:00.825 --> 01:02:03.245
<01:02:00.825>or <01:02:00.980>fully <01:02:01.136>often, <01:02:01.291>then <01:02:01.447>at <01:02:01.602>some <01:02:01.758>point <01:02:01.913>it's <01:02:02.069>just <01:02:02.225>die.

1213
01:02:03.265 --> 01:02:06.845
<01:02:03.265>You <01:02:03.440>already <01:02:03.615>see <01:02:03.790>these <01:02:03.964>data <01:02:04.140>or, <01:02:04.315>uh, <01:02:04.490>non <01:02:04.665>valid

1214
01:02:06.845 --> 01:02:09.845
<01:02:06.845>because <01:02:07.044>most <01:02:07.245>likely <01:02:07.444>the <01:02:07.645>sensor <01:02:07.845>died <01:02:08.044>in <01:02:08.245>between

1215
01:02:10.105 --> 01:02:11.285
<01:02:10.105>or <01:02:10.459>something <01:02:10.813>happened <01:02:11.167>there.

1216
01:02:11.985 --> 01:02:15.765
<01:02:11.985>And, <01:02:12.112>um, <01:02:12.239>so <01:02:12.366>this <01:02:12.494>is <01:02:12.621>the <01:02:12.748>first <01:02:12.875>way <01:02:13.003>of, <01:02:13.130>of <01:02:13.257>analyzing <01:02:13.385>data.

1217
01:02:15.875 --> 01:02:18.605
<01:02:15.875>Then <01:02:16.050>of <01:02:16.225>course, <01:02:16.400>you're <01:02:16.575>also, <01:02:16.750>um, <01:02:16.925>enriching <01:02:17.100>this, <01:02:17.275>uh,

1218
01:02:18.645 --> 01:02:21.125
<01:02:18.645>metadata <01:02:18.845>coming <01:02:19.045>from <01:02:19.245>where <01:02:19.445>you <01:02:19.645>have <01:02:19.845>been <01:02:20.045>driving,

1219
01:02:21.295 --> 01:02:25.885
<01:02:21.295>which <01:02:21.470>was <01:02:21.645>were <01:02:21.820>the <01:02:21.995>conditions <01:02:22.170>around <01:02:22.345>that, <01:02:22.520>um, <01:02:22.695>velocities,

1220
01:02:26.425 --> 01:02:30.365
<01:02:26.425>um, <01:02:26.600>is, <01:02:26.775>was <01:02:26.950>more <01:02:27.125>urban <01:02:27.300>or <01:02:27.475>on <01:02:27.650>highway <01:02:27.825>area.

1221
01:02:31.005 --> 01:02:33.885
<01:02:31.005>Labeling <01:02:31.205>itself <01:02:31.405>is <01:02:31.605>then <01:02:31.805>another, <01:02:32.005>um, <01:02:32.205>um, <01:02:32.405>challenge.

1222
01:02:34.185 --> 01:02:36.845
<01:02:34.185>Uh, <01:02:34.340>right <01:02:34.496>now <01:02:34.651>there <01:02:34.807>is <01:02:34.962>still <01:02:35.118>a <01:02:35.273>lot <01:02:35.429>of, <01:02:35.585>um,

1223
01:02:36.945 --> 01:02:40.245
<01:02:36.945>manual <01:02:37.085>work <01:02:37.225>involved <01:02:37.365>in <01:02:37.505>the <01:02:37.645>labeling <01:02:37.785>also <01:02:37.925>due <01:02:38.065>to <01:02:38.205>the <01:02:38.345>reason

1224
01:02:40.355 --> 01:02:42.365
<01:02:40.355>that <01:02:40.705>you <01:02:41.055>still <01:02:41.405>need, <01:02:41.755>uh,

1225
01:02:42.385 --> 01:02:45.285
<01:02:42.385>or <01:02:42.540>you <01:02:42.696>still <01:02:42.851>want <01:02:43.007>to <01:02:43.162>have <01:02:43.318>a <01:02:43.473>human <01:02:43.629>in <01:02:43.785>there

1226
01:02:46.415 --> 01:02:50.285
<01:02:46.415>generating <01:02:46.765>the, <01:02:47.115>the <01:02:47.465>information <01:02:47.815>out

1227
01:02:50.285 --> 01:02:51.885
<01:02:50.285>of <01:02:50.751>the <01:02:51.218>recorded <01:02:51.685>traces.

1228
01:02:52.545 --> 01:02:55.805
<01:02:52.545>Um, <01:02:52.700>because <01:02:52.856>you <01:02:53.011>do <01:02:53.167>not <01:02:53.322>want <01:02:53.478>train <01:02:53.633>an <01:02:53.789>AI <01:02:53.945>algorithm

1229
01:02:56.195 --> 01:02:59.885
<01:02:56.195>with <01:02:56.395>another <01:02:56.595>AI <01:02:56.795>algorithm <01:02:56.995>created, <01:02:57.195>um, <01:02:57.395>ground <01:02:57.595>truth

1230
01:02:59.885 --> 01:03:02.405
<01:02:59.885>because <01:03:00.040>you <01:03:00.196>do <01:03:00.351>not <01:03:00.507>know <01:03:00.662>if <01:03:00.818>the <01:03:00.973>ground <01:03:01.129>truth, <01:03:01.285>this

1231
01:03:03.205 --> 01:03:06.005
<01:03:03.205>artificially <01:03:03.404>ground <01:03:03.605>truth, <01:03:03.805>um, <01:03:04.005>um, <01:03:04.205>would <01:03:04.404>be <01:03:04.605>then,

1232
01:03:06.025 --> 01:03:07.165
<01:03:06.025>uh, <01:03:06.281>the, <01:03:06.538>the <01:03:06.794>final <01:03:07.051>thing.

1233
01:03:07.785 --> 01:03:10.885
<01:03:07.785>And <01:03:07.940>there <01:03:08.096>is <01:03:08.251>also <01:03:08.407>of <01:03:08.562>course <01:03:08.718>an <01:03:08.873>an <01:03:09.029>an <01:03:09.185>gap

1234
01:03:10.985 --> 01:03:13.885
<01:03:10.985>or <01:03:11.185>also <01:03:11.385>some <01:03:11.585>right <01:03:11.785>now <01:03:11.985>there <01:03:12.185>is, <01:03:12.385>yeah,

1235
01:03:14.085 --> 01:03:18.485
<01:03:14.085>I <01:03:14.201>would <01:03:14.318>call <01:03:14.435>it <01:03:14.551>a <01:03:14.668>gap <01:03:14.785>out <01:03:14.901>of <01:03:15.018>the, <01:03:15.135>um, <01:03:15.251>um, <01:03:15.368>legislation <01:03:15.485>parts

1236
01:03:19.135 --> 01:03:21.885
<01:03:19.135>where <01:03:19.290>it's <01:03:19.446>not <01:03:19.601>fully <01:03:19.757>clear <01:03:19.912>how <01:03:20.068>to, <01:03:20.223>how <01:03:20.379>to <01:03:20.535>handle

1237
01:03:21.885 --> 01:03:23.005
<01:03:21.885>that <01:03:22.137>then <01:03:22.389>in <01:03:22.641>the <01:03:22.893>future.

1238
01:03:23.545 --> 01:03:24.765
<01:03:23.545>But <01:03:23.819>there <01:03:24.094>are <01:03:24.368>also <01:03:24.643>steps

1239
01:03:24.785 --> 01:03:28.005
<01:03:24.785>and <01:03:24.960>we <01:03:25.134>have <01:03:25.310>our <01:03:25.484>own, <01:03:25.660>um, <01:03:25.835>capabilities <01:03:26.009>on <01:03:26.185>automating

1240
01:03:28.005 --> 01:03:30.525
<01:03:28.005>and <01:03:28.238>highly <01:03:28.471>automating <01:03:28.705>those <01:03:28.938>steps <01:03:29.171>as <01:03:29.405>well.

1241
01:03:30.545 --> 01:03:34.405
<01:03:30.545>But <01:03:30.700>nevertheless, <01:03:30.856>then <01:03:31.011>you're <01:03:31.167>just <01:03:31.322>like <01:03:31.478>taking <01:03:31.633>off <01:03:31.789>a <01:03:31.945>lot

1242
01:03:34.405 --> 01:03:38.245
<01:03:34.405>of <01:03:34.560>labeling <01:03:34.716>work <01:03:34.871>from <01:03:35.027>manual <01:03:35.182>labelers <01:03:35.338>by <01:03:35.493>pre <01:03:35.649>labeling <01:03:35.805>stuff

1243
01:03:38.245 --> 01:03:42.005
<01:03:38.245>and <01:03:38.372>saying, <01:03:38.499>okay, <01:03:38.626>this <01:03:38.754>is <01:03:38.881>obviously <01:03:39.008>an, <01:03:39.135>uh, <01:03:39.263>an, <01:03:39.390>an <01:03:39.517>object <01:03:39.645>x,

1244
01:03:42.165 --> 01:03:45.205
<01:03:42.165>y, <01:03:42.305>but <01:03:42.445>at <01:03:42.585>the <01:03:42.725>end, <01:03:42.865>still <01:03:43.005>a <01:03:43.145>new <01:03:43.285>one, <01:03:43.425>uh, <01:03:43.565>says,

1245
01:03:45.225 --> 01:03:46.245
<01:03:45.225>yes, <01:03:45.454>that's <01:03:45.683>true <01:03:45.913>or <01:03:46.143>not.

1246
01:03:47.455 --> 01:03:48.465
<01:03:47.455>Okay, <01:03:47.909>thank <01:03:48.364>you.

1247
01:03:50.455 --> 01:03:53.745
<01:03:50.455>Then, <01:03:50.654>uh, <01:03:50.855>this <01:03:51.055>question <01:03:51.255>from <01:03:51.455>me <01:03:51.654>was <01:03:51.855>asked

1248
01:03:53.925 --> 01:03:57.425
<01:03:53.925>before, <01:03:54.158>uh, <01:03:54.391>we <01:03:54.625>saw <01:03:54.858>all <01:03:55.091>the <01:03:55.325>simulations.

1249
01:03:57.635 --> 01:04:01.465
<01:03:57.635>Maybe <01:03:57.775>you <01:03:57.915>want <01:03:58.055>to <01:03:58.195>add <01:03:58.335>something <01:03:58.475>on <01:03:58.615>how <01:03:58.755>sensors <01:03:58.895>are <01:03:59.035>affected

1250
01:04:01.565 --> 01:04:03.145
<01:04:01.565>by <01:04:01.915>heavy <01:04:02.265>rain <01:04:02.615>or <01:04:02.965>snow?

1251
01:04:04.135 --> 01:04:06.585
<01:04:04.135>Well, <01:04:04.290>I <01:04:04.446>mean <01:04:04.601>there <01:04:04.757>are <01:04:04.912>different <01:04:05.068>types <01:04:05.223>of <01:04:05.379>sensors, <01:04:05.535>right?

1252
01:04:06.625 --> 01:04:09.625
<01:04:06.625>I <01:04:06.800>mean, <01:04:06.975>there <01:04:07.150>have <01:04:07.325>like, <01:04:07.500>um, <01:04:07.675>camera <01:04:07.850>sensor <01:04:08.025>SensorX,

1253
01:04:09.625 --> 01:04:10.985
<01:04:09.625>you <01:04:10.033>have <01:04:10.441>ultrasonic <01:04:10.849>sensors,

1254
01:04:10.985 --> 01:04:12.745
<01:04:10.985>you <01:04:11.185>have <01:04:11.385>lighter <01:04:11.585>sensors, <01:04:11.785>you <01:04:11.985>have <01:04:12.185>radar <01:04:12.385>sensors.

1255
01:04:13.145 --> 01:04:17.945
<01:04:13.145>Everyone <01:04:13.300>is, <01:04:13.456>uh, <01:04:13.611>um, <01:04:13.767>utilizing <01:04:13.922>its <01:04:14.078>own, <01:04:14.233>um, <01:04:14.389>physical <01:04:14.545>models

1256
01:04:18.045 --> 01:04:19.225
<01:04:18.045>or <01:04:18.576>physical <01:04:19.107>principles.

1257
01:04:19.885 --> 01:04:23.065
<01:04:19.885>And <01:04:20.025>of <01:04:20.165>course, <01:04:20.305>uh, <01:04:20.445>that <01:04:20.585>can <01:04:20.725>be <01:04:20.865>affected <01:04:21.005>right <01:04:21.145>on <01:04:21.285>camera.

1258
01:04:23.405 --> 01:04:26.825
<01:04:23.404>On <01:04:23.521>an, <01:04:23.638>on <01:04:23.754>an, <01:04:23.871>on <01:04:23.988>a <01:04:24.104>heavy <01:04:24.221>snow <01:04:24.338>snowy <01:04:24.455>day, <01:04:24.571>somewhere <01:04:24.688>in, <01:04:24.805>uh,

1259
01:04:26.885 --> 01:04:28.505
<01:04:26.885>in, <01:04:27.165>in <01:04:27.445>the <01:04:27.725>northeast <01:04:28.005>of <01:04:28.285>America.

1260
01:04:29.285 --> 01:04:31.585
<01:04:29.285>Um, <01:04:29.484>you, <01:04:29.685>you <01:04:29.884>are <01:04:30.085>very <01:04:30.285>likely <01:04:30.484>to, <01:04:30.685>um,

1261
01:04:32.045 --> 01:04:34.825
<01:04:32.045>not <01:04:32.185>see <01:04:32.325>a <01:04:32.465>lot <01:04:32.605>from <01:04:32.745>your <01:04:32.885>camera <01:04:33.025>in <01:04:33.165>that <01:04:33.305>moment, <01:04:33.445>right?

1262
01:04:34.825 --> 01:04:36.425
<01:04:34.825>Where <01:04:35.058>you're <01:04:35.291>in, <01:04:35.524>in <01:04:35.758>opposite <01:04:35.991>to <01:04:36.225>that,

1263
01:04:36.425 --> 01:04:38.185
<01:04:36.425>you <01:04:36.658>still <01:04:36.891>see <01:04:37.125>something <01:04:37.358>from, <01:04:37.591>from, <01:04:37.825>from,

1264
01:04:38.185 --> 01:04:39.785
<01:04:38.185>from <01:04:38.418>radar <01:04:38.651>and <01:04:38.884>also <01:04:39.118>from <01:04:39.351>the <01:04:39.585>lighter.

1265
01:04:39.805 --> 01:04:42.225
<01:04:39.805>You <01:04:40.004>might <01:04:40.205>get <01:04:40.404>some, <01:04:40.605>some <01:04:40.805>points, <01:04:41.004>uh, <01:04:41.205>there.

1266
01:04:43.005 --> 01:04:46.545
<01:04:43.005>Um, <01:04:43.145>nevertheless, <01:04:43.285>uh, <01:04:43.425>as <01:04:43.565>I <01:04:43.705>said <01:04:43.845>on <01:04:43.985>the <01:04:44.125>water <01:04:44.265>pedals, <01:04:44.405>uh,

1267
01:04:46.545 --> 01:04:49.625
<01:04:46.545>that's <01:04:46.778>just <01:04:47.011>changing <01:04:47.245>the <01:04:47.478>polarization, <01:04:47.711>um, <01:04:47.945>due

1268
01:04:49.625 --> 01:04:52.505
<01:04:49.625>to <01:04:49.765>physical <01:04:49.905>laws, <01:04:50.045>uh, <01:04:50.185>of <01:04:50.325>the, <01:04:50.465>of <01:04:50.605>the, <01:04:50.745>of <01:04:50.885>the <01:04:51.025>radars,

1269
01:04:52.835 --> 01:04:54.905
<01:04:52.835>which <01:04:53.035>you <01:04:53.235>can <01:04:53.435>also, <01:04:53.635>which <01:04:53.835>have <01:04:54.035>also <01:04:54.235>some,

1270
01:04:54.935 --> 01:04:57.865
<01:04:54.935>some <01:04:55.090>impacts <01:04:55.246>on <01:04:55.401>the, <01:04:55.557>on <01:04:55.712>the, <01:04:55.868>on <01:04:56.023>your <01:04:56.179>sensor <01:04:56.335>input.

1271
01:04:58.425 --> 01:04:59.985
<01:04:58.425>I <01:04:58.705>hope <01:04:58.985>that's <01:04:59.265>answering <01:04:59.545>that <01:04:59.825>question.

1272
01:05:01.595 --> 01:05:03.895
<01:05:01.595>And <01:05:01.770>then <01:05:01.945>there <01:05:02.120>is <01:05:02.295>an <01:05:02.470>extension <01:05:02.645>of <01:05:02.820>the <01:05:02.995>question.

1273
01:05:05.035 --> 01:05:09.055
<01:05:05.035>Um, <01:05:05.315>look, <01:05:05.595>is <01:05:05.875>wondering <01:05:06.154>what <01:05:06.435>happens

1274
01:05:09.645 --> 01:05:12.015
<01:05:09.645>when <01:05:09.925>sensors <01:05:10.205>are <01:05:10.485>on <01:05:10.765>the <01:05:11.045>outside

1275
01:05:12.015 --> 01:05:13.535
<01:05:12.015>of <01:05:12.288>the <01:05:12.562>car <01:05:12.835>are <01:05:13.109>covered <01:05:13.383>blocked?

1276
01:05:15.575 --> 01:05:19.085
<01:05:15.575>Well, <01:05:15.750>of <01:05:15.924>course, <01:05:16.100>uh, <01:05:16.274>right <01:05:16.450>now <01:05:16.625>an <01:05:16.799>ad <01:05:16.975>system

1277
01:05:19.385 --> 01:05:22.245
<01:05:19.385>or <01:05:19.540>the, <01:05:19.696>the, <01:05:19.851>the <01:05:20.007>ad <01:05:20.162>levels <01:05:20.318>which <01:05:20.473>are <01:05:20.629>currently <01:05:20.785>developed,

1278
01:05:22.385 --> 01:05:25.445
<01:05:22.385>um, <01:05:22.585>have <01:05:22.785>their <01:05:22.985>very <01:05:23.185>specific, <01:05:23.385>uh, <01:05:23.585>design <01:05:23.785>space.

1279
01:05:26.305 --> 01:05:27.645
<01:05:26.305>And, <01:05:26.707>uh, <01:05:27.109>within <01:05:27.511>this,

1280
01:05:27.675 --> 01:05:30.285
<01:05:27.675>it's <01:05:27.850>given <01:05:28.025>when <01:05:28.200>this <01:05:28.375>such <01:05:28.550>a <01:05:28.725>function <01:05:28.900>is, <01:05:29.075>uh,

1281
01:05:30.425 --> 01:05:31.925
<01:05:30.425>at <01:05:30.695>all <01:05:30.965>allowed <01:05:31.235>to <01:05:31.505>work, <01:05:31.775>right?

1282
01:05:31.925 --> 01:05:34.045
<01:05:31.925>So <01:05:32.065>it's, <01:05:32.205>for <01:05:32.345>example, <01:05:32.485>only <01:05:32.625>allowed <01:05:32.765>to <01:05:32.905>work <01:05:33.045>on <01:05:33.185>a <01:05:33.325>high,

1283
01:05:34.045 --> 01:05:35.685
<01:05:34.045>well <01:05:34.511>within <01:05:34.978>given, <01:05:35.445>um,

1284
01:05:36.005 --> 01:05:37.365
<01:05:36.005>velocity <01:05:36.249>range <01:05:36.494>or <01:05:36.739>something <01:05:36.984>like <01:05:37.229>this.

1285
01:05:38.105 --> 01:05:41.605
<01:05:38.105>Um, <01:05:38.280>if, <01:05:38.455>if <01:05:38.630>you're <01:05:38.805>in <01:05:38.980>such <01:05:39.155>a <01:05:39.330>design <01:05:39.505>space

1286
01:05:41.705 --> 01:05:45.485
<01:05:41.705>and <01:05:41.845>you <01:05:41.985>would, <01:05:42.125>uh, <01:05:42.265>have <01:05:42.404>done <01:05:42.545>on, <01:05:42.685>on, <01:05:42.825>on, <01:05:42.965>on <01:05:43.105>coverage

1287
01:05:45.585 --> 01:05:49.245
<01:05:45.585>or <01:05:45.740>ondy <01:05:45.896>sensor <01:05:46.051>or <01:05:46.207>whatsoever, <01:05:46.362>um, <01:05:46.518>in <01:05:46.673>the <01:05:46.829>worst <01:05:46.985>case,

1288
01:05:49.265 --> 01:05:50.565
<01:05:49.265>the <01:05:49.654>system <01:05:50.045>would <01:05:50.435>disengage.

1289
01:05:50.665 --> 01:05:53.325
<01:05:50.665>So <01:05:50.840>meaning <01:05:51.015>the <01:05:51.190>system <01:05:51.365>would, <01:05:51.540>would <01:05:51.715>not <01:05:51.890>allow <01:05:52.065>you

1290
01:05:53.385 --> 01:05:54.965
<01:05:53.385>to <01:05:53.665>go <01:05:53.945>into <01:05:54.225>an <01:05:54.505>auto <01:05:54.785>mode

1291
01:05:55.065 --> 01:05:57.565
<01:05:55.065>or <01:05:55.205>it <01:05:55.345>would, <01:05:55.485>uh, <01:05:55.625>if, <01:05:55.765>if <01:05:55.905>it <01:05:56.045>wasn't <01:05:56.185>an <01:05:56.325>auto <01:05:56.465>mode

1292
01:05:57.565 --> 01:06:00.925
<01:05:57.565>and <01:05:57.720>it <01:05:57.876>would <01:05:58.031>happen <01:05:58.187>there, <01:05:58.342>it <01:05:58.498>would, <01:05:58.653>uh, <01:05:58.809>request <01:05:58.965>the,

1293
01:06:00.945 --> 01:06:02.125
<01:06:00.945>the <01:06:01.210>driver <01:06:01.476>to <01:06:01.741>take <01:06:02.007>over.

1294
01:06:02.265 --> 01:06:05.405
<01:06:02.265>So <01:06:02.420>those <01:06:02.576>are <01:06:02.731>the, <01:06:02.887>the <01:06:03.042>typical, <01:06:03.198>um, <01:06:03.353>uh, <01:06:03.509>level <01:06:03.665>two,

1295
01:06:05.405 --> 01:06:07.845
<01:06:05.404>three <01:06:05.580>fours <01:06:05.754>where <01:06:05.930>the, <01:06:06.104>the <01:06:06.279>human <01:06:06.455>is <01:06:06.629>still <01:06:06.805>there

1296
01:06:07.845 --> 01:06:11.605
<01:06:07.845>to <01:06:07.985>take <01:06:08.125>over, <01:06:08.265>uh, <01:06:08.405>in <01:06:08.545>the <01:06:08.685>worst <01:06:08.825>case <01:06:08.965>with <01:06:09.105>different, <01:06:09.245>uh,

1297
01:06:11.605 --> 01:06:14.405
<01:06:11.605>levels <01:06:11.838>of, <01:06:12.071>uh, <01:06:12.305>response <01:06:12.538>times <01:06:12.771>as <01:06:13.005>well.

1298
01:06:15.225 --> 01:06:18.165
<01:06:15.225>Um, <01:06:15.365>and <01:06:15.505>then <01:06:15.645>if <01:06:15.785>the <01:06:15.924>driver <01:06:16.065>is <01:06:16.205>not <01:06:16.345>taking <01:06:16.485>over, <01:06:16.625>uh,

1299
01:06:18.165 --> 01:06:20.765
<01:06:18.165>this <01:06:18.305>is <01:06:18.445>the, <01:06:18.585>this <01:06:18.725>is <01:06:18.865>why <01:06:19.005>it's <01:06:19.145>important <01:06:19.285>also <01:06:19.425>to <01:06:19.565>monitor

1300
01:06:20.875 --> 01:06:21.925
<01:06:20.875>what <01:06:21.111>the <01:06:21.347>driver <01:06:21.583>is <01:06:21.820>doing.

1301
01:06:22.045 --> 01:06:25.325
<01:06:22.045>I <01:06:22.220>mean, <01:06:22.395>you <01:06:22.570>can <01:06:22.745>imagine, <01:06:22.920>um, <01:06:23.095>um, <01:06:23.270>sensor <01:06:23.445>blockage

1302
01:06:25.385 --> 01:06:27.525
<01:06:25.385>and <01:06:25.560>an <01:06:25.735>her <01:06:25.910>attack <01:06:26.085>of <01:06:26.260>the <01:06:26.435>driver, <01:06:26.610>for <01:06:26.785>example.

1303
01:06:28.035 --> 01:06:32.085
<01:06:28.035>Then <01:06:28.210>the <01:06:28.384>car <01:06:28.560>would <01:06:28.734>execute <01:06:28.910>an <01:06:29.085>emergency <01:06:29.259>stop <01:06:29.435>stopping

1304
01:06:32.305 --> 01:06:35.165
<01:06:32.305>and <01:06:32.460>it <01:06:32.616>would <01:06:32.771>bring <01:06:32.927>down <01:06:33.082>the <01:06:33.238>car <01:06:33.393>into <01:06:33.549>unsafe <01:06:33.705>situation

1305
01:06:35.225 --> 01:06:36.725
<01:06:35.225>or <01:06:35.562>in <01:06:35.900>terms <01:06:36.237>safe <01:06:36.575>manner.

1306
01:06:38.465 --> 01:06:42.765
<01:06:38.465>So <01:06:38.592>it <01:06:38.719>would <01:06:38.846>be <01:06:38.974>like <01:06:39.101>switch <01:06:39.228>on <01:06:39.355>the <01:06:39.483>train <01:06:39.610>more <01:06:39.737>or <01:06:39.865>less,

1307
01:06:43.415 --> 01:06:44.565
<01:06:43.415>Sorry, <01:06:44.450>yeah.

1308
01:06:45.265 --> 01:06:47.205
<01:06:45.265>Yes, <01:06:45.498>kind <01:06:45.731>of, <01:06:45.964>yes. <01:06:46.198>So <01:06:46.431>kind <01:06:46.665>of,

1309
01:06:47.715 --> 01:06:49.565
<01:06:47.715>Yeah, <01:06:47.915>and <01:06:48.115>maybe <01:06:48.315>to, <01:06:48.515>to <01:06:48.715>clarify <01:06:48.915>as <01:06:49.115>well,

1310
01:06:49.645 --> 01:06:52.045
<01:06:49.645>because <01:06:49.785>you <01:06:49.925>don't <01:06:50.065>have <01:06:50.205>like <01:06:50.345>one <01:06:50.485>sensor <01:06:50.625>and <01:06:50.765>or <01:06:50.905>one <01:06:51.045>camera.

1311
01:06:52.145 --> 01:06:54.125
<01:06:52.145>You <01:06:52.378>have <01:06:52.611>multiple <01:06:52.845>sensors <01:06:53.078>and <01:06:53.311>multiple <01:06:53.545>camera,

1312
01:06:54.185 --> 01:06:57.325
<01:06:54.185>and <01:06:54.325>as <01:06:54.465>u <01:06:54.605>explained <01:06:54.745>with <01:06:54.884>L <01:06:55.025>two <01:06:55.165>L <01:06:55.305>three, <01:06:55.445>it's <01:06:55.585>easy

1313
01:06:57.325 --> 01:06:59.845
<01:06:57.325>because <01:06:57.464>you <01:06:57.605>can, <01:06:57.745>you, <01:06:57.884>you <01:06:58.024>are <01:06:58.165>always <01:06:58.305>running <01:06:58.444>on <01:06:58.585>a <01:06:58.725>highway

1314
01:06:59.905 --> 01:07:03.485
<01:06:59.904>and <01:07:00.021>you <01:07:00.138>can <01:07:00.254>hand <01:07:00.371>over <01:07:00.488>to <01:07:00.604>the <01:07:00.721>driver <01:07:00.838>with <01:07:00.955>a <01:07:01.071>further <01:07:01.188>L <01:07:01.305>four,

1315
01:07:03.565 --> 01:07:05.405
<01:07:03.565>L <01:07:03.798>five, <01:07:04.031>definitely <01:07:04.265>you <01:07:04.498>will <01:07:04.731>have <01:07:04.965>mult

1316
01:07:06.085 --> 01:07:07.725
<01:07:06.085>redundancy <01:07:06.551>like <01:07:07.018>multiple <01:07:07.485>sensors.

1317
01:07:07.725 --> 01:07:10.685
<01:07:07.725>And <01:07:07.852>you, <01:07:07.979>you, <01:07:08.106>you, <01:07:08.234>is <01:07:08.361>this <01:07:08.488>why <01:07:08.615>you <01:07:08.743>have <01:07:08.870>your <01:07:08.997>sensor <01:07:09.125>fusion

1318
01:07:10.745 --> 01:07:12.525
<01:07:10.745>to <01:07:10.944>get <01:07:11.145>the <01:07:11.345>data <01:07:11.545>from <01:07:11.745>the <01:07:11.944>different <01:07:12.145>sensors?

1319
01:07:12.525 --> 01:07:15.645
<01:07:12.525>And <01:07:12.700>if <01:07:12.875>you <01:07:13.050>find <01:07:13.225>that <01:07:13.400>one <01:07:13.575>sensor <01:07:13.750>is <01:07:13.925>blocked

1320
01:07:15.785 --> 01:07:18.485
<01:07:15.785>or <01:07:15.960>it's <01:07:16.134>not <01:07:16.310>working, <01:07:16.484>uh, <01:07:16.660>as, <01:07:16.835>as <01:07:17.009>UL <01:07:17.185>explains,

1321
01:07:18.485 --> 01:07:20.525
<01:07:18.485>then <01:07:18.718>you <01:07:18.951>either <01:07:19.185>you <01:07:19.418>will, <01:07:19.651>you <01:07:19.885>don't,

1322
01:07:20.525 --> 01:07:22.085
<01:07:20.525>you <01:07:20.725>then <01:07:20.925>you <01:07:21.125>will <01:07:21.325>neglect <01:07:21.525>all <01:07:21.725>the <01:07:21.925>things

1323
01:07:22.085 --> 01:07:23.085
<01:07:22.085>that <01:07:22.265>is <01:07:22.445>coming <01:07:22.625>from <01:07:22.805>this <01:07:22.985>sensor.

1324
01:07:23.105 --> 01:07:25.325
<01:07:23.105>And <01:07:23.280>if <01:07:23.455>the <01:07:23.630>other <01:07:23.805>sensor <01:07:23.980>functionality <01:07:24.155>is <01:07:24.330>not <01:07:24.505>enough

1325
01:07:25.325 --> 01:07:27.165
<01:07:25.325>to <01:07:25.791>perform <01:07:26.258>your <01:07:26.725>functionality

1326
01:07:27.745 --> 01:07:31.125
<01:07:27.745>or <01:07:27.920>the <01:07:28.095>specific, <01:07:28.270>uh, <01:07:28.444>autonom <01:07:28.620>that <01:07:28.795>you're <01:07:28.970>doing, <01:07:29.145>then

1327
01:07:31.225 --> 01:07:33.525
<01:07:31.225>as <01:07:31.365>Uli <01:07:31.505>said, <01:07:31.645>then <01:07:31.785>you <01:07:31.924>will <01:07:32.065>go <01:07:32.205>into <01:07:32.345>emergency <01:07:32.485>breaking <01:07:32.625>worst

1328
01:07:33.525 --> 01:07:36.965
<01:07:33.525>case <01:07:33.641>or <01:07:33.758>you <01:07:33.875>will <01:07:33.991>hand <01:07:34.108>over <01:07:34.225>to <01:07:34.341>the <01:07:34.458>driver <01:07:34.575>or <01:07:34.691>do <01:07:34.808>some <01:07:34.925>actions.

1329
01:07:37.345 --> 01:07:40.565
<01:07:37.345>But <01:07:37.500>again, <01:07:37.656>there <01:07:37.811>are <01:07:37.967>multiple <01:07:38.122>steps <01:07:38.278>until <01:07:38.433>you <01:07:38.589>reach <01:07:38.745>this.

1330
01:07:40.565 --> 01:07:42.285
<01:07:40.565>So <01:07:40.720>one <01:07:40.876>is, <01:07:41.031>as <01:07:41.187>I <01:07:41.342>said, <01:07:41.498>you <01:07:41.653>have <01:07:41.809>red <01:07:41.965>urgency,

1331
01:07:42.285 --> 01:07:44.125
<01:07:42.285>you <01:07:42.565>can <01:07:42.845>look <01:07:43.125>at <01:07:43.404>other <01:07:43.685>sensors,

1332
01:07:44.305 --> 01:07:46.245
<01:07:44.305>and <01:07:44.538>then <01:07:44.771>if <01:07:45.004>they <01:07:45.238>are <01:07:45.471>not <01:07:45.705>enough,

1333
01:07:46.245 --> 01:07:47.405
<01:07:46.245>then <01:07:46.453>you <01:07:46.662>go <01:07:46.871>into <01:07:47.080>this <01:07:47.288>stage.

1334
01:07:48.785 --> 01:07:50.035
<01:07:48.785>Okay, <01:07:49.347>thank <01:07:49.910>you.

1335
01:07:51.545 --> 01:07:54.605
<01:07:51.545>So <01:07:51.720>hacker <01:07:51.895>wants <01:07:52.070>to <01:07:52.245>know <01:07:52.420>how <01:07:52.595>do <01:07:52.770>you <01:07:52.945>assure

1336
01:07:54.605 --> 01:07:57.765
<01:07:54.605>that <01:07:54.885>your <01:07:55.165>simulation <01:07:55.445>meets <01:07:55.725>real <01:07:56.005>conditions?

1337
01:07:59.425 --> 01:08:00.365
<01:07:59.425>So <01:07:59.594>how <01:07:59.763>we <01:07:59.932>are <01:08:00.101>attacking <01:08:00.270>that

1338
01:08:00.365 --> 01:08:01.725
<01:08:00.365>Mohamed <01:08:00.609>from <01:08:00.854>the <01:08:01.099>real <01:08:01.344>real <01:08:01.589>world.

1339
01:08:01.785 --> 01:08:04.565
<01:08:01.785>So <01:08:01.940>that's <01:08:02.096>you <01:08:02.251>or <01:08:02.407>me <01:08:02.562>from <01:08:02.718>the, <01:08:02.873>the <01:08:03.029>simulation <01:08:03.185>world.

1340
01:08:05.305 --> 01:08:08.285
<01:08:05.305>Um, <01:08:05.538>that's, <01:08:05.771>that's, <01:08:06.004>that's <01:08:06.238>a, <01:08:06.471>that's <01:08:06.705>one

1341
01:08:08.285 --> 01:08:09.525
<01:08:08.285>of <01:08:08.508>the <01:08:08.731>key <01:08:08.954>questions <01:08:09.177>in <01:08:09.401>there.

1342
01:08:09.525 --> 01:08:12.285
<01:08:09.525>And <01:08:09.652>this <01:08:09.779>is <01:08:09.906>what, <01:08:10.034>uh, <01:08:10.161>we <01:08:10.288>try <01:08:10.415>to <01:08:10.543>explain <01:08:10.670>with, <01:08:10.797>uh, <01:08:10.925>vehicle

1343
01:08:13.395 --> 01:08:14.645
<01:08:13.395>integration <01:08:14.520>activities.

1344
01:08:15.175 --> 01:08:17.285
<01:08:15.175>Activities, <01:08:15.525>um, <01:08:15.875>you're <01:08:16.225>doing <01:08:16.575>more

1345
01:08:17.345 --> 01:08:19.805
<01:08:17.345>and <01:08:17.695>more, <01:08:18.045>um, <01:08:18.395>precise <01:08:18.745>steps.

1346
01:08:19.865 --> 01:08:23.085
<01:08:19.865>So <01:08:20.020>if <01:08:20.176>you <01:08:20.331>remember, <01:08:20.487>uh, <01:08:20.642>the <01:08:20.798>slide <01:08:20.953>which <01:08:21.109>showed, <01:08:21.264>uh,

1347
01:08:23.305 --> 01:08:25.165
<01:08:23.305>how <01:08:23.655>much <01:08:24.005>you're <01:08:24.355>multiplying, <01:08:24.705>uh,

1348
01:08:25.665 --> 01:08:28.965
<01:08:25.665>how <01:08:25.865>much <01:08:26.064>you <01:08:26.265>can <01:08:26.465>scale <01:08:26.665>things, <01:08:26.865>um, <01:08:27.064>uh,

1349
01:08:29.225 --> 01:08:31.565
<01:08:29.225>you <01:08:29.380>can <01:08:29.536>read <01:08:29.691>the <01:08:29.847>slide <01:08:30.002>also <01:08:30.158>the <01:08:30.313>other <01:08:30.469>way <01:08:30.625>around.

1350
01:08:31.825 --> 01:08:34.725
<01:08:31.825>So, <01:08:32.024>um, <01:08:32.224>if <01:08:32.425>you're <01:08:32.625>coming <01:08:32.825>from <01:08:33.024>simulation, <01:08:33.224>going

1351
01:08:34.745 --> 01:08:37.885
<01:08:34.745>to <01:08:34.900>the <01:08:35.056>real <01:08:35.211>testing <01:08:35.367>world, <01:08:35.522>you're <01:08:35.678>of <01:08:35.833>course <01:08:35.989>getting <01:08:36.144>more

1352
01:08:37.905 --> 01:08:39.285
<01:08:37.904>and <01:08:38.318>more <01:08:38.733>precision, <01:08:39.147>right?

1353
01:08:39.865 --> 01:08:43.525
<01:08:39.865>And <01:08:40.005>there <01:08:40.144>will <01:08:40.285>always <01:08:40.425>be <01:08:40.564>a <01:08:40.705>fraction <01:08:40.844>of <01:08:40.984>miles, <01:08:41.125>uh, <01:08:41.264>out

1354
01:08:43.525 --> 01:08:45.405
<01:08:43.524>of <01:08:43.724>the <01:08:43.924>billion <01:08:44.125>miles <01:08:44.325>will <01:08:44.524>always <01:08:44.724>be <01:08:44.924>driven

1355
01:08:45.465 --> 01:08:46.565
<01:08:45.465>the <01:08:45.630>one <01:08:45.795>way <01:08:45.960>or <01:08:46.125>the <01:08:46.290>other <01:08:46.455>way.

1356
01:08:47.185 --> 01:08:51.205
<01:08:47.184>Um, <01:08:47.384>but, <01:08:47.584>uh, <01:08:47.785>you <01:08:47.984>need <01:08:48.184>to <01:08:48.384>know <01:08:48.584>very,

1357
01:08:51.235 --> 01:08:54.005
<01:08:51.234>very <01:08:51.410>precisely <01:08:51.585>which <01:08:51.759>miles <01:08:51.934>you <01:08:52.109>want <01:08:52.285>to <01:08:52.460>drive <01:08:52.634>really,

1358
01:08:54.025 --> 01:08:57.085
<01:08:54.024>and <01:08:54.180>which <01:08:54.336>ones <01:08:54.491>you <01:08:54.647>can, <01:08:54.802>um, <01:08:54.958>uh, <01:08:55.113>rely <01:08:55.269>on, <01:08:55.424>uh,

1359
01:08:57.625 --> 01:08:59.525
<01:08:57.625>on <01:08:57.800>the <01:08:57.975>results <01:08:58.149>you <01:08:58.325>gained <01:08:58.500>in <01:08:58.675>the <01:08:58.850>virtual <01:08:59.024>world,

1360
01:08:59.545 --> 01:09:00.925
<01:08:59.545>not <01:08:59.752>only <01:08:59.959>in <01:09:00.166>the, <01:09:00.373>in <01:09:00.580>the <01:09:00.787>simulation,

1361
01:09:00.925 --> 01:09:04.645
<01:09:00.925>but <01:09:01.052>also <01:09:01.179>in, <01:09:01.306>uh, <01:09:01.434>what <01:09:01.561>we <01:09:01.688>are <01:09:01.815>then <01:09:01.943>calling, <01:09:02.070>um, <01:09:02.197>um, <01:09:02.325>um,

1362
01:09:04.655 --> 01:09:07.045
<01:09:04.654>model <01:09:04.782>in <01:09:04.909>the <01:09:05.036>loops <01:09:05.164>and <01:09:05.291>also, <01:09:05.418>uh, <01:09:05.545>hard <01:09:05.673>when <01:09:05.800>the <01:09:05.927>loop <01:09:06.054>steps.

1363
01:09:08.365 --> 01:09:10.065
<01:09:08.365>Mm-hmm. <01:09:09.764>Okay.

1364
01:09:10.535 --> 01:09:11.665
<01:09:10.535>Mohamed, <01:09:10.874>would <01:09:11.212>you <01:09:11.551>like

1365
01:09:11.685 --> 01:09:13.865
<01:09:11.684>to <01:09:11.859>add <01:09:12.035>there <01:09:12.209>on <01:09:12.384>the <01:09:12.559>timing <01:09:12.734>point <01:09:12.910>more, <01:09:13.084>but

1366
01:09:14.735 --> 01:09:18.145
<01:09:14.734>Yeah, <01:09:14.875>so <01:09:15.014>as, <01:09:15.154>as <01:09:15.295>mentioned, <01:09:15.434>so <01:09:15.575>the <01:09:15.714>idea <01:09:15.854>that <01:09:15.995>this <01:09:16.134>is

1367
01:09:18.145 --> 01:09:21.705
<01:09:18.145>what <01:09:18.272>we <01:09:18.399>are <01:09:18.526>doing <01:09:18.654>with <01:09:18.781>our <01:09:18.908>platform <01:09:19.035>is <01:09:19.163>we <01:09:19.290>are <01:09:19.417>providing <01:09:19.545>the

1368
01:09:21.905 --> 01:09:23.665
<01:09:21.904>platform, <01:09:22.184>we <01:09:22.465>are <01:09:22.745>providing <01:09:23.024>the <01:09:23.304>environment

1369
01:09:23.925 --> 01:09:27.265
<01:09:23.925>to <01:09:24.125>develop <01:09:24.325>your <01:09:24.525>software <01:09:24.725>in <01:09:24.925>this <01:09:25.125>simulation <01:09:25.325>environment

1370
01:09:27.265 --> 01:09:29.865
<01:09:27.265>with <01:09:27.440>the <01:09:27.615>simulation <01:09:27.790>data <01:09:27.965>or <01:09:28.140>with <01:09:28.315>the <01:09:28.490>real <01:09:28.665>data.

1371
01:09:30.005 --> 01:09:31.265
<01:09:30.005>So, <01:09:30.288>so <01:09:30.572>the <01:09:30.855>idea <01:09:31.139>again,

1372
01:09:31.415 --> 01:09:34.065
<01:09:31.415>with <01:09:31.615>the <01:09:31.814>simulation <01:09:32.015>is <01:09:32.215>you <01:09:32.415>are <01:09:32.615>generating <01:09:32.814>data

1373
01:09:34.285 --> 01:09:35.465
<01:09:34.285>to <01:09:34.639>test <01:09:34.993>your <01:09:35.346>software.

1374
01:09:35.485 --> 01:09:38.865
<01:09:35.484>So <01:09:35.684>it's <01:09:35.884>like <01:09:36.085>expanding <01:09:36.285>the, <01:09:36.484>your <01:09:36.684>test, <01:09:36.884>uh,

1375
01:09:39.815 --> 01:09:41.505
<01:09:39.815>test <01:09:40.165>cases <01:09:40.515>and <01:09:40.865>test <01:09:41.215>scenarios.

1376
01:09:41.505 --> 01:09:43.545
<01:09:41.505>So <01:09:41.738>instead <01:09:41.971>as <01:09:42.205>mentioned, <01:09:42.438>1 <01:09:42.671>million <01:09:42.904>mile

1377
01:09:43.605 --> 01:09:47.745
<01:09:43.604>or <01:09:43.732>100 <01:09:43.859>million <01:09:43.986>miles <01:09:44.114>that <01:09:44.241>has <01:09:44.368>been <01:09:44.495>DR <01:09:44.623>driven, <01:09:44.750>that <01:09:44.877>you <01:09:45.004>test

1378
01:09:47.975 --> 01:09:50.665
<01:09:47.975>with <01:09:48.175>those, <01:09:48.375>you <01:09:48.575>can <01:09:48.775>expand <01:09:48.975>them <01:09:49.175>by <01:09:49.375>one

1379
01:09:50.765 --> 01:09:53.585
<01:09:50.765>by <01:09:50.940>a <01:09:51.115>hundred <01:09:51.290>million <01:09:51.465>more <01:09:51.640>from <01:09:51.815>the <01:09:51.990>simulation <01:09:52.165>environment

1380
01:09:53.585 --> 01:09:55.025
<01:09:53.585>and <01:09:53.801>then <01:09:54.017>test <01:09:54.233>with <01:09:54.449>a <01:09:54.665>hundred <01:09:54.880>million.

1381
01:09:55.125 --> 01:09:57.745
<01:09:55.125>You <01:09:55.280>still <01:09:55.436>test <01:09:55.591>with <01:09:55.747>the <01:09:55.902>proving <01:09:56.058>ground <01:09:56.213>with <01:09:56.369>the <01:09:56.525>million,

1382
01:09:57.885 --> 01:09:59.865
<01:09:57.885>but <01:09:58.235>you <01:09:58.585>expanding <01:09:58.935>the <01:09:59.285>coverage.

1383
01:09:59.925 --> 01:10:03.865
<01:09:59.925>And <01:10:00.080>of <01:10:00.236>course, <01:10:00.391>with <01:10:00.547>more <01:10:00.702>the <01:10:00.858>ground <01:10:01.013>proving <01:10:01.169>ground, <01:10:01.325>you,

1384
01:10:03.885 --> 01:10:06.905
<01:10:03.885>you, <01:10:04.060>when <01:10:04.235>you <01:10:04.410>do <01:10:04.585>test <01:10:04.760>after <01:10:04.935>the, <01:10:05.110>like, <01:10:05.285>uh,

1385
01:10:07.105 --> 01:10:09.705
<01:10:07.105>after <01:10:07.280>you <01:10:07.455>finish <01:10:07.629>the <01:10:07.804>testing <01:10:07.980>with <01:10:08.155>the <01:10:08.330>simulation <01:10:08.504>data

1386
01:10:09.725 --> 01:10:12.865
<01:10:09.725>and <01:10:10.005>uh, <01:10:10.285>uh, <01:10:10.565>uh, <01:10:10.845>gather <01:10:11.125>data,

1387
01:10:13.175 --> 01:10:14.465
<01:10:13.175>then <01:10:13.407>you <01:10:13.639>do <01:10:13.871>your <01:10:14.103>proving <01:10:14.336>ground,

1388
01:10:14.465 --> 01:10:16.585
<01:10:14.465>then <01:10:14.698>you <01:10:14.931>are <01:10:15.165>getting <01:10:15.398>more <01:10:15.631>trust <01:10:15.865>into

1389
01:10:16.585 --> 01:10:17.705
<01:10:16.585>your <01:10:17.089>simulation <01:10:17.593>environment.

1390
01:10:19.585 --> 01:10:24.515
<01:10:19.585>Okay, <01:10:19.818>I <01:10:20.051>think <01:10:20.285>this <01:10:20.518>is <01:10:20.751>building <01:10:20.985>right

1391
01:10:24.535 --> 01:10:26.075
<01:10:24.535>on <01:10:24.881>this <01:10:25.228>question <01:10:25.574>from <01:10:25.921>Martin.

1392
01:10:26.575 --> 01:10:29.195
<01:10:26.575>How <01:10:26.750>real <01:10:26.925>to <01:10:27.099>the <01:10:27.275>real <01:10:27.450>world <01:10:27.625>are <01:10:27.800>the <01:10:27.974>simulations

1393
01:10:29.195 --> 01:10:31.075
<01:10:29.195>and <01:10:29.474>how <01:10:29.755>real <01:10:30.035>applicable <01:10:30.315>are <01:10:30.594>they?

1394
01:10:32.055 --> 01:10:36.675
<01:10:32.055>He <01:10:32.230>says <01:10:32.405>that <01:10:32.580>some <01:10:32.755>brakings <01:10:32.930>were <01:10:33.105>quite <01:10:33.280>abrupt, <01:10:33.455>so,

1395
01:10:37.335 --> 01:10:40.995
<01:10:37.335>but <01:10:37.510>um, <01:10:37.685>were <01:10:37.860>the, <01:10:38.035>were <01:10:38.210>these <01:10:38.385>emergency <01:10:38.560>brakings <01:10:38.735>already

1396
01:10:41.135 --> 01:10:43.675
<01:10:41.135>or <01:10:41.368>were <01:10:41.601>these <01:10:41.835>day-to-day <01:10:42.068>situations <01:10:42.301>we <01:10:42.535>saw

1397
01:10:43.735 --> 01:10:44.835
<01:10:43.735>in <01:10:44.230>the <01:10:44.725>simulations?

1398
01:10:45.865 --> 01:10:48.355
<01:10:45.865>Yeah, <01:10:46.005>this <01:10:46.144>is, <01:10:46.285>this <01:10:46.425>is <01:10:46.565>now <01:10:46.705>where <01:10:46.844>it <01:10:46.985>really <01:10:47.125>becomes, <01:10:47.264>uh,

1399
01:10:48.355 --> 01:10:49.755
<01:10:48.355>the <01:10:48.985>algorithmic <01:10:49.615>development.

1400
01:10:49.815 --> 01:10:52.755
<01:10:49.815>Of <01:10:49.955>course, <01:10:50.095>uh, <01:10:50.235>we <01:10:50.375>are, <01:10:50.515>we <01:10:50.655>are <01:10:50.795>developing <01:10:50.935>and, <01:10:51.075>and, <01:10:51.215>and,

1401
01:10:52.855 --> 01:10:55.515
<01:10:52.855>and <01:10:53.134>having <01:10:53.415>our <01:10:53.695>own <01:10:53.974>functions <01:10:54.254>for,

1402
01:10:55.615 --> 01:10:57.315
<01:10:55.615>for <01:10:55.965>developing <01:10:56.315>our <01:10:56.665>platform <01:10:57.014>further.

1403
01:10:57.895 --> 01:11:00.675
<01:10:57.895>But <01:10:58.011>keep <01:10:58.128>in <01:10:58.245>mind <01:10:58.361>we <01:10:58.478>are <01:10:58.595>not <01:10:58.711>an, <01:10:58.828>an <01:10:58.945>automotive <01:10:59.061>OEM <01:10:59.178>who <01:10:59.295>is,

1404
01:11:00.735 --> 01:11:04.275
<01:11:00.735>uh, <01:11:00.890>spending <01:11:01.046>a <01:11:01.201>lot <01:11:01.357>of <01:11:01.512>engineering, <01:11:01.668>uh, <01:11:01.823>power <01:11:01.979>into, <01:11:02.134>uh,

1405
01:11:04.275 --> 01:11:06.395
<01:11:04.275>making <01:11:04.554>comf <01:11:04.835>very <01:11:05.115>comfortable <01:11:05.394>and, <01:11:05.674>and,

1406
01:11:06.395 --> 01:11:07.835
<01:11:06.395>and <01:11:06.654>smooth <01:11:06.913>ride <01:11:07.172>towards <01:11:07.431>the <01:11:07.691>client.

1407
01:11:08.215 --> 01:11:11.075
<01:11:08.215>But <01:11:08.355>I <01:11:08.495>have <01:11:08.635>to <01:11:08.775>admit <01:11:08.915>as <01:11:09.055>well, <01:11:09.195>uh, <01:11:09.335>if <01:11:09.475>you, <01:11:09.615>uh,

1408
01:11:11.095 --> 01:11:14.645
<01:11:11.095>if <01:11:11.235>you're <01:11:11.375>driving <01:11:11.515>and <01:11:11.655>on <01:11:11.795>level, <01:11:11.935>uh, <01:11:12.075>level <01:11:12.215>three, <01:11:12.355>four <01:11:12.495>car

1409
01:11:14.745 --> 01:11:17.285
<01:11:14.745>and, <01:11:15.025>uh, <01:11:15.305>experiencing <01:11:15.585>an <01:11:15.865>emergency <01:11:16.144>break,

1410
01:11:17.285 --> 01:11:21.045
<01:11:17.285>then <01:11:17.425>you <01:11:17.565>really <01:11:17.705>know <01:11:17.845>what <01:11:17.985>an <01:11:18.125>emergency <01:11:18.264>braking <01:11:18.405>is <01:11:18.545>often, <01:11:18.684>um,

1411
01:11:21.045 --> 01:11:23.765
<01:11:21.045>because <01:11:21.185>this <01:11:21.325>is <01:11:21.465>something <01:11:21.605>you're <01:11:21.745>not <01:11:21.885>doing <01:11:22.025>in <01:11:22.165>the, <01:11:22.305>like <01:11:22.445>that

1412
01:11:23.825 --> 01:11:26.245
<01:11:23.825>as <01:11:23.952>an, <01:11:24.079>as <01:11:24.206>a <01:11:24.334>human, <01:11:24.461>even <01:11:24.588>if <01:11:24.715>you're <01:11:24.843>thinking <01:11:24.970>you're <01:11:25.097>doing <01:11:25.224>it.

1413
01:11:28.595 --> 01:11:29.885
<01:11:28.595>Okay. <01:11:29.175>And <01:11:29.756>Yeah.

1414
01:11:32.985 --> 01:11:36.525
<01:11:32.985>So <01:11:33.184>what <01:11:33.384>is <01:11:33.585>the <01:11:33.785>biggest <01:11:33.985>challenge <01:11:34.184>loft <01:11:34.384>faces

1415
01:11:36.915 --> 01:11:40.765
<01:11:36.915>regarding <01:11:37.148>testing <01:11:37.381>autopilots <01:11:37.615>on <01:11:37.848>actual <01:11:38.081>roads <01:11:38.315>rather

1416
01:11:40.765 --> 01:11:41.925
<01:11:40.765>than <01:11:41.113>a <01:11:41.461>test <01:11:41.809>track?

1417
01:11:42.595 --> 01:11:44.925
<01:11:42.595>Yeah, <01:11:42.795>so <01:11:42.995>we <01:11:43.195>don't <01:11:43.395>do <01:11:43.595>actual <01:11:43.795>road <01:11:43.995>testing.

1418
01:11:45.905 --> 01:11:48.045
<01:11:45.905>We <01:11:46.138>definitely <01:11:46.371>only <01:11:46.605>do <01:11:46.838>test <01:11:47.071>track <01:11:47.304>testing.

1419
01:11:48.385 --> 01:11:51.565
<01:11:48.385>So <01:11:48.501>it's <01:11:48.618>up <01:11:48.735>to <01:11:48.851>the <01:11:48.968>o <01:11:49.085>as, <01:11:49.201>as <01:11:49.318>Willie <01:11:49.435>mentioned, <01:11:49.551>it's <01:11:49.668>mainly <01:11:49.785>up

1420
01:11:51.565 --> 01:11:54.765
<01:11:51.565>to <01:11:51.720>the <01:11:51.876>OEM, <01:11:52.031>uh, <01:11:52.187>to <01:11:52.342>do <01:11:52.498>this <01:11:52.653>actu <01:11:52.809>road <01:11:52.965>testing.

1421
01:11:55.065 --> 01:11:58.645
<01:11:55.065>So <01:11:55.192>for <01:11:55.319>us, <01:11:55.446>we <01:11:55.574>only <01:11:55.701>do <01:11:55.828>test <01:11:55.955>track, <01:11:56.083>uh, <01:11:56.210>test <01:11:56.337>track <01:11:56.465>testing,

1422
01:11:58.985 --> 01:12:01.645
<01:11:58.985>and <01:11:59.218>of <01:11:59.451>course <01:11:59.684>simulation <01:11:59.918>and <01:12:00.151>hill <01:12:00.384>testing

1423
01:12:01.865 --> 01:12:03.525
<01:12:01.865>and <01:12:02.098>all <01:12:02.331>the <01:12:02.565>other <01:12:02.798>types <01:12:03.031>of <01:12:03.264>testing.

1424
01:12:04.195 --> 01:12:06.165
<01:12:04.195>Yeah, <01:12:04.428>with, <01:12:04.661>with, <01:12:04.894>with <01:12:05.128>the <01:12:05.361>clients <01:12:05.594>together,

1425
01:12:06.185 --> 01:12:07.725
<01:12:06.184>we <01:12:06.415>are <01:12:06.647>doing <01:12:06.878>road <01:12:07.109>testing <01:12:07.340>as <01:12:07.571>well,

1426
01:12:07.785 --> 01:12:10.445
<01:12:07.785>but <01:12:07.901>I <01:12:08.018>mean, <01:12:08.135>for <01:12:08.251>our, <01:12:08.368>our <01:12:08.485>staff, <01:12:08.601>we, <01:12:08.718>what <01:12:08.835>we <01:12:08.951>are <01:12:09.068>doing <01:12:09.184>there,

1427
01:12:10.445 --> 01:12:11.605
<01:12:10.445>there <01:12:10.793>is <01:12:11.141>mainly, <01:12:11.489>um,

1428
01:12:11.935 --> 01:12:14.725
<01:12:11.934>doing <01:12:12.075>a <01:12:12.214>few <01:12:12.355>little <01:12:12.495>steps <01:12:12.634>on <01:12:12.775>the, <01:12:12.914>on <01:12:13.054>the <01:12:13.195>test <01:12:13.334>tracks.

1429
01:12:15.425 --> 01:12:17.125
<01:12:15.425>Um, <01:12:15.705>I <01:12:15.985>would <01:12:16.265>say <01:12:16.545>in <01:12:16.825>general,

1430
01:12:17.225 --> 01:12:19.085
<01:12:17.225>the <01:12:17.400>biggest <01:12:17.575>challenge <01:12:17.750>over <01:12:17.925>there <01:12:18.100>is <01:12:18.275>not <01:12:18.450>so <01:12:18.625>much,

1431
01:12:19.225 --> 01:12:20.525
<01:12:19.225>uh, <01:12:19.615>the <01:12:20.005>driving <01:12:20.394>force.

1432
01:12:20.635 --> 01:12:23.365
<01:12:20.635>It's <01:12:20.790>this <01:12:20.946>transition <01:12:21.101>which <01:12:21.257>Mohammed <01:12:21.412>had <01:12:21.568>on <01:12:21.723>the <01:12:21.879>slide, <01:12:22.035>um,

1433
01:12:23.665 --> 01:12:25.285
<01:12:23.665>um, <01:12:24.131>how <01:12:24.598>you're <01:12:25.065>getting

1434
01:12:25.345 --> 01:12:27.685
<01:12:25.345>and <01:12:25.625>how <01:12:25.905>you're <01:12:26.185>changing, <01:12:26.465>um, <01:12:26.745>um,

1435
01:12:27.905 --> 01:12:32.445
<01:12:27.905>an <01:12:28.060>a <01:12:28.216>huge <01:12:28.371>organization <01:12:28.527>like <01:12:28.682>a <01:12:28.838>core <01:12:28.993>OEM, <01:12:29.149>uh, <01:12:29.304>ecosystem,

1436
01:12:32.445 --> 01:12:35.365
<01:12:32.445>including <01:12:32.620>the <01:12:32.795>tiers <01:12:32.969>into <01:12:33.144>a <01:12:33.320>fully <01:12:33.495>data <01:12:33.670>driven, <01:12:33.844>um,

1437
01:12:35.515 --> 01:12:36.845
<01:12:35.515>development <01:12:36.712>organization.

1438
01:12:38.335 --> 01:12:41.475
<01:12:38.335>And <01:12:38.462>this, <01:12:38.589>I <01:12:38.716>I <01:12:38.844>would <01:12:38.971>say <01:12:39.098>this <01:12:39.225>is, <01:12:39.353>uh, <01:12:39.480>everything <01:12:39.607>else, <01:12:39.735>uh,

1439
01:12:41.475 --> 01:12:43.235
<01:12:41.475>will <01:12:41.755>follow <01:12:42.035>once, <01:12:42.315>once <01:12:42.595>those <01:12:42.875>steps.

1440
01:12:43.235 --> 01:12:46.275
<01:12:43.235>And <01:12:43.390>there <01:12:43.546>are <01:12:43.701>different, <01:12:43.857>uh, <01:12:44.012>clients <01:12:44.168>of <01:12:44.323>there <01:12:44.479>different, <01:12:44.634>um,

1441
01:12:46.795 --> 01:12:48.155
<01:12:46.795>strengths <01:12:47.101>on <01:12:47.407>that <01:12:47.713>point <01:12:48.019>already.

1442
01:12:48.935 --> 01:12:51.915
<01:12:48.934>Um, <01:12:49.062>and <01:12:49.189>this <01:12:49.316>is <01:12:49.444>the, <01:12:49.571>this <01:12:49.698>is <01:12:49.825>the <01:12:49.953>biggest <01:12:50.080>challenge <01:12:50.207>at <01:12:50.334>all.

1443
01:12:54.125 --> 01:12:56.265
<01:12:54.125>And <01:12:54.475>then <01:12:54.825>the <01:12:55.175>last <01:12:55.525>question,

1444
01:12:57.565 --> 01:13:01.105
<01:12:57.565>how <01:12:57.720>far <01:12:57.876>is <01:12:58.031>the <01:12:58.187>software <01:12:58.342>in <01:12:58.498>comparison <01:12:58.653>with, <01:12:58.809>for <01:12:58.965>example,

1445
01:13:01.315 --> 01:13:05.025
<01:13:01.315>Tesla <01:13:01.490>or <01:13:01.665>other <01:13:01.840>main <01:13:02.015>players <01:13:02.190>competitors <01:13:02.365>in <01:13:02.540>this <01:13:02.715>field?

1446
01:13:07.735 --> 01:13:12.025
<01:13:07.735>Yeah, <01:13:07.890>I, <01:13:08.046>again, <01:13:08.201>we're <01:13:08.357>developing <01:13:08.512>a, <01:13:08.668>we <01:13:08.823>are, <01:13:08.979>we're, <01:13:09.134>um,

1447
01:13:12.415 --> 01:13:16.625
<01:13:12.415>providing, <01:13:12.648>um, <01:13:12.881>the <01:13:13.115>platform <01:13:13.348>for <01:13:13.581>the <01:13:13.815>clients

1448
01:13:16.805 --> 01:13:19.425
<01:13:16.805>to <01:13:17.005>develop <01:13:17.205>the <01:13:17.405>nd <01:13:17.605>core <01:13:17.805>itself <01:13:18.005>on <01:13:18.205>that.

1449
01:13:20.085 --> 01:13:21.625
<01:13:20.085>So <01:13:20.258>for <01:13:20.431>that, <01:13:20.604>of <01:13:20.778>course, <01:13:20.951>we <01:13:21.124>need <01:13:21.297>to <01:13:21.471>understand

1450
01:13:21.625 --> 01:13:24.985
<01:13:21.625>and <01:13:21.858>we <01:13:22.091>are, <01:13:22.325>we're, <01:13:22.558>um, <01:13:22.791>uh, <01:13:23.025>have

1451
01:13:25.535 --> 01:13:29.145
<01:13:25.535>also <01:13:25.768>our <01:13:26.001>own <01:13:26.235>little <01:13:26.468>prototype, <01:13:26.701>like <01:13:26.934>things

1452
01:13:29.335 --> 01:13:31.345
<01:13:29.335>that <01:13:29.801>test <01:13:30.268>the <01:13:30.735>workflows,

1453
01:13:31.965 --> 01:13:34.185
<01:13:31.965>but <01:13:32.120>at <01:13:32.276>the <01:13:32.431>end <01:13:32.587>of <01:13:32.742>the <01:13:32.898>day, <01:13:33.053>uh, <01:13:33.209>the <01:13:33.365>real

1454
01:13:35.065 --> 01:13:37.505
<01:13:35.065>software <01:13:35.345>development <01:13:35.625>is <01:13:35.905>still <01:13:36.185>part <01:13:36.465>of,

1455
01:13:37.565 --> 01:13:38.665
<01:13:37.565>uh, <01:13:37.895>our <01:13:38.225>clients, <01:13:38.555>right?

1456
01:13:38.725 --> 01:13:41.185
<01:13:38.725>So, <01:13:39.005>and <01:13:39.285>Tesla <01:13:39.565>or <01:13:39.845>um, <01:13:40.125>BMW

1457
01:13:41.565 --> 01:13:44.465
<01:13:41.565>or <01:13:41.845>whatever <01:13:42.125>companies <01:13:42.405>out <01:13:42.685>there, <01:13:42.965>uh,

1458
01:13:44.615 --> 01:13:46.545
<01:13:44.615>this <01:13:44.815>is <01:13:45.014>their <01:13:45.215>main <01:13:45.415>also <01:13:45.615>in <01:13:45.815>the <01:13:46.014>future.

1459
01:13:46.655 --> 01:13:48.305
<01:13:46.655>This <01:13:46.888>is <01:13:47.121>the <01:13:47.355>main <01:13:47.588>USPS <01:13:47.821>of <01:13:48.054>them.

1460
01:13:49.775 --> 01:13:52.905
<01:13:49.775>Okay. <01:13:49.974>Um, <01:13:50.174>okay. <01:13:50.375>This <01:13:50.575>was <01:13:50.775>the <01:13:50.974>last <01:13:51.174>question.

1461
01:13:53.265 --> 01:13:56.065
<01:13:53.265>I <01:13:53.465>I <01:13:53.665>have <01:13:53.865>one <01:13:54.065>question <01:13:54.265>in <01:13:54.465>my <01:13:54.665>mind.

1462
01:13:56.885 --> 01:14:00.625
<01:13:56.885>Um, <01:13:57.040>you <01:13:57.196>had <01:13:57.351>this <01:13:57.507>one <01:13:57.662>slide <01:13:57.818>where <01:13:57.973>you, <01:13:58.129>uh, <01:13:58.285>showed

1463
01:14:01.445 --> 01:14:05.825
<01:14:01.445>the <01:14:01.724>transition, <01:14:02.005>um, <01:14:02.285>from <01:14:02.565>car <01:14:02.844>companies

1464
01:14:06.635 --> 01:14:11.605
<01:14:06.635>going <01:14:06.835>from <01:14:07.035>hardware <01:14:07.235>oriented <01:14:07.435>to <01:14:07.635>software <01:14:07.835>oriented, <01:14:08.035>um,

1465
01:14:12.485 --> 01:14:16.165
<01:14:12.485>companies, <01:14:12.718>and <01:14:12.951>that <01:14:13.184>they <01:14:13.418>have <01:14:13.651>multiple <01:14:13.884>suppliers.

1466
01:14:16.865 --> 01:14:19.685
<01:14:16.865>Um, <01:14:17.020>you <01:14:17.176>call <01:14:17.331>them <01:14:17.487>the <01:14:17.642>tier <01:14:17.798>A, <01:14:17.953>B, <01:14:18.109>C, <01:14:18.264>um,

1467
01:14:20.185 --> 01:14:24.005
<01:14:20.184>and <01:14:20.360>I <01:14:20.535>was <01:14:20.709>thinking, <01:14:20.884>um, <01:14:21.059>of <01:14:21.235>if, <01:14:21.410>if <01:14:21.584>then

1468
01:14:24.785 --> 01:14:29.405
<01:14:24.785>the <01:14:25.018>problem <01:14:25.251>of <01:14:25.485>connecting <01:14:25.718>all <01:14:25.951>these <01:14:26.184>dots,

1469
01:14:29.545 --> 01:14:33.485
<01:14:29.545>you <01:14:29.778>know, <01:14:30.011>creating, <01:14:30.245>um, <01:14:30.478>like <01:14:30.711>the <01:14:30.945>standards

1470
01:14:34.265 --> 01:14:35.885
<01:14:34.265>for <01:14:34.731>all <01:14:35.198>these <01:14:35.665>data

1471
01:14:36.065 --> 01:14:39.765
<01:14:36.065>and <01:14:36.298>algorithms <01:14:36.531>which <01:14:36.765>will <01:14:36.998>come, <01:14:37.231>um, <01:14:37.465>if

1472
01:14:40.615 --> 01:14:43.445
<01:14:40.615>these <01:14:40.894>things, <01:14:41.175>if <01:14:41.455>you <01:14:41.735>see <01:14:42.014>this

1473
01:14:44.075 --> 01:14:47.885
<01:14:44.075>like <01:14:44.308>connecting <01:14:44.541>the <01:14:44.775>dots <01:14:45.008>within <01:14:45.241>your <01:14:45.474>platform

1474
01:14:48.225 --> 01:14:52.845
<01:14:48.225>or <01:14:48.425>within, <01:14:48.625>uh, <01:14:48.825>um, <01:14:49.025>the <01:14:49.225>automotive, <01:14:49.425>um, <01:14:49.625>OEM,

1475
01:14:56.215 --> 01:14:57.595
<01:14:56.215>you <01:14:56.463>get <01:14:56.711>what <01:14:56.960>I <01:14:57.208>want <01:14:57.457>know?

1476
01:14:58.075 --> 01:15:01.075
<01:14:58.075>I <01:14:58.215>will. <01:14:58.355>I <01:14:58.495>I <01:14:58.635>think <01:14:58.775>I <01:14:58.915>got <01:14:59.054>mostly <01:14:59.195>what <01:14:59.335>you <01:14:59.474>want.

1477
01:15:01.095 --> 01:15:04.675
<01:15:01.095>So <01:15:01.222>the <01:15:01.349>idea <01:15:01.476>is, <01:15:01.604>as <01:15:01.731>as <01:15:01.858>said, <01:15:01.985>this <01:15:02.113>is <01:15:02.240>a <01:15:02.367>big <01:15:02.495>transformation

1478
01:15:04.675 --> 01:15:05.715
<01:15:04.675>for <01:15:05.143>all <01:15:05.611>OEMs.

1479
01:15:05.715 --> 01:15:09.235
<01:15:05.715>And <01:15:05.855>this <01:15:05.995>has <01:15:06.135>started <01:15:06.275>already <01:15:06.415>like <01:15:06.555>three <01:15:06.695>to <01:15:06.835>five <01:15:06.975>years <01:15:07.115>ago,

1480
01:15:09.235 --> 01:15:11.235
<01:15:09.235>depending <01:15:09.468>on <01:15:09.701>how <01:15:09.934>mature <01:15:10.168>is <01:15:10.401>the <01:15:10.634>OEM

1481
01:15:11.815 --> 01:15:13.675
<01:15:11.815>and <01:15:12.015>looking <01:15:12.215>at <01:15:12.415>mainly <01:15:12.615>at <01:15:12.815>the <01:15:13.015>German <01:15:13.215>ones.

1482
01:15:13.695 --> 01:15:17.155
<01:15:13.695>So, <01:15:13.850>um, <01:15:14.006>as <01:15:14.161>mentioned, <01:15:14.317>it's <01:15:14.472>not <01:15:14.628>only <01:15:14.783>for <01:15:14.939>autonomous <01:15:15.094>drive,

1483
01:15:17.155 --> 01:15:18.995
<01:15:17.155>but <01:15:17.388>also <01:15:17.621>for <01:15:17.855>different <01:15:18.088>areas <01:15:18.321>like <01:15:18.554>even

1484
01:15:19.015 --> 01:15:21.475
<01:15:19.015>for <01:15:19.215>the <01:15:19.415>infotainment <01:15:19.615>system, <01:15:19.815>we <01:15:20.015>see <01:15:20.215>this <01:15:20.415>also

1485
01:15:21.665 --> 01:15:24.755
<01:15:21.665>that <01:15:21.898>people <01:15:22.131>are <01:15:22.365>going <01:15:22.598>away <01:15:22.831>from <01:15:23.065>traditional,

1486
01:15:24.755 --> 01:15:27.675
<01:15:24.755>that <01:15:24.895>they <01:15:25.035>have <01:15:25.175>this <01:15:25.315>one <01:15:25.455>supplier <01:15:25.595>of <01:15:25.735>the, <01:15:25.875>as <01:15:26.015>I <01:15:26.155>said,

1487
01:15:27.675 --> 01:15:29.715
<01:15:27.675>the <01:15:27.908>steel <01:15:28.141>one <01:15:28.375>who <01:15:28.608>provides <01:15:28.841>the <01:15:29.075>CU

1488
01:15:30.015 --> 01:15:32.715
<01:15:30.015>but <01:15:30.215>rather <01:15:30.415>to <01:15:30.615>own <01:15:30.815>parts <01:15:31.015>of <01:15:31.215>the <01:15:31.415>software.

1489
01:15:32.735 --> 01:15:35.595
<01:15:32.735>So <01:15:32.890>to <01:15:33.046>be <01:15:33.201>different, <01:15:33.357>to <01:15:33.512>have <01:15:33.668>this <01:15:33.823>differentiation <01:15:33.979>as <01:15:34.134>also

1490
01:15:35.595 --> 01:15:38.035
<01:15:35.595>what <01:15:35.795>you <01:15:35.995>said <01:15:36.195>about <01:15:36.395>to <01:15:36.595>be <01:15:36.795>differentiation <01:15:36.995>from

1491
01:15:38.215 --> 01:15:41.195
<01:15:38.215>or <01:15:38.370>to <01:15:38.526>be <01:15:38.681>different <01:15:38.837>from <01:15:38.992>the <01:15:39.148>other <01:15:39.303>OEMs <01:15:39.459>in <01:15:39.615>German

1492
01:15:41.215 --> 01:15:43.195
<01:15:41.215>or <01:15:41.448>even <01:15:41.681>from <01:15:41.915>Tesla <01:15:42.148>or <01:15:42.381>this <01:15:42.615>thing.

1493
01:15:43.255 --> 01:15:47.515
<01:15:43.255>So <01:15:43.410>each <01:15:43.566>one <01:15:43.721>is <01:15:43.877>building <01:15:44.032>their <01:15:44.188>own <01:15:44.343>unique <01:15:44.499>selling <01:15:44.655>point

1494
01:15:47.515 --> 01:15:48.595
<01:15:47.515>for <01:15:47.758>their <01:15:48.001>cars <01:15:48.244>of <01:15:48.487>course.

1495
01:15:48.855 --> 01:15:52.475
<01:15:48.855>And <01:15:48.982>this <01:15:49.109>why <01:15:49.236>they <01:15:49.364>want <01:15:49.491>to <01:15:49.618>own <01:15:49.745>more <01:15:49.873>parts <01:15:50.000>of <01:15:50.127>the <01:15:50.254>software

1496
01:15:52.895 --> 01:15:56.075
<01:15:52.895>or <01:15:53.070>at <01:15:53.245>least <01:15:53.420>be <01:15:53.595>able <01:15:53.770>to <01:15:53.945>change <01:15:54.120>it <01:15:54.295>easily

1497
01:15:56.255 --> 01:15:58.155
<01:15:56.255>and <01:15:56.410>not <01:15:56.566>rely <01:15:56.721>on <01:15:56.877>the <01:15:57.032>tier <01:15:57.188>one <01:15:57.343>to <01:15:57.499>do <01:15:57.655>this

1498
01:15:58.155 --> 01:16:02.395
<01:15:58.155>and <01:15:58.330>provide <01:15:58.505>almost <01:15:58.679>similar <01:15:58.855>EC <01:15:59.030>to <01:15:59.205>two, <01:15:59.380>three <01:15:59.554>suppliers.

1499
01:16:02.395 --> 01:16:03.875
<01:16:02.395>And <01:16:02.661>then <01:16:02.927>again, <01:16:03.194>you're <01:16:03.460>not <01:16:03.727>differentiation

1500
01:16:04.215 --> 01:16:05.875
<01:16:04.215>or <01:16:04.495>you, <01:16:04.775>there's <01:16:05.055>no <01:16:05.335>differentiation <01:16:05.615>here.

1501
01:16:06.295 --> 01:16:07.635
<01:16:06.295>So <01:16:06.496>this <01:16:06.697>is <01:16:06.898>why, <01:16:07.099>as <01:16:07.300>I <01:16:07.501>said,

1502
01:16:07.635 --> 01:16:09.955
<01:16:07.635>the <01:16:07.810>trend <01:16:07.985>is <01:16:08.160>automotive <01:16:08.335>in <01:16:08.510>the <01:16:08.685>last <01:16:08.860>five <01:16:09.035>years

1503
01:16:10.015 --> 01:16:13.355
<01:16:10.015>or <01:16:10.190>six <01:16:10.365>years, <01:16:10.540>especially <01:16:10.715>with <01:16:10.890>uh, <01:16:11.065>um, <01:16:11.240>German <01:16:11.415>OEMs

1504
01:16:13.355 --> 01:16:16.235
<01:16:13.355>and <01:16:13.554>also, <01:16:13.754>uh, <01:16:13.955>US <01:16:14.155>OEMs <01:16:14.355>other <01:16:14.554>than <01:16:14.754>Tesla,

1505
01:16:16.375 --> 01:16:17.675
<01:16:16.375>I'm <01:16:16.609>talking <01:16:16.843>like <01:16:17.077>Ford <01:16:17.311>and <01:16:17.545>GMs,

1506
01:16:17.675 --> 01:16:20.915
<01:16:17.675>they <01:16:17.830>are <01:16:17.986>moving <01:16:18.141>into <01:16:18.297>owning <01:16:18.452>more <01:16:18.608>parts <01:16:18.763>of <01:16:18.919>the <01:16:19.075>software

1507
01:16:21.415 --> 01:16:24.315
<01:16:21.415>and <01:16:21.555>relying <01:16:21.695>on <01:16:21.835>the <01:16:21.975>tier <01:16:22.115>one <01:16:22.255>to <01:16:22.394>supply <01:16:22.535>mainly <01:16:22.675>the <01:16:22.815>hardware

1508
01:16:24.315 --> 01:16:26.835
<01:16:24.315>and <01:16:24.548>some <01:16:24.781>basic <01:16:25.015>parts <01:16:25.248>of <01:16:25.481>the <01:16:25.715>software.

1509
01:16:28.265 --> 01:16:30.315
<01:16:28.265>Okay? <01:16:28.440>And <01:16:28.615>this <01:16:28.790>is <01:16:28.965>also <01:16:29.140>what <01:16:29.315>we <01:16:29.490>are <01:16:29.665>providing

1510
01:16:30.315 --> 01:16:34.195
<01:16:30.315>as <01:16:30.490>this <01:16:30.665>software <01:16:30.840>house <01:16:31.015>concept <01:16:31.190>where <01:16:31.365>WebU <01:16:31.540>help <01:16:31.715>the,

1511
01:16:34.325 --> 01:16:36.915
<01:16:34.325>those <01:16:34.558>OEMs <01:16:34.791>to <01:16:35.025>build <01:16:35.258>the <01:16:35.491>software <01:16:35.724>house

1512
01:16:36.915 --> 01:16:39.235
<01:16:36.915>where <01:16:37.115>they <01:16:37.315>will <01:16:37.515>integrate <01:16:37.715>the <01:16:37.915>different <01:16:38.115>tier <01:16:38.315>one

1513
01:16:39.235 --> 01:16:41.435
<01:16:39.235>or <01:16:39.585>tier <01:16:39.934>two <01:16:40.285>code <01:16:40.634>into

1514
01:16:41.455 --> 01:16:42.835
<01:16:41.455>and <01:16:41.869>build <01:16:42.283>the <01:16:42.697>ECU

1515
01:16:42.835 --> 01:16:44.835
<01:16:42.835>that <01:16:43.035>then <01:16:43.235>will <01:16:43.435>go <01:16:43.635>into <01:16:43.835>the, <01:16:44.035>the <01:16:44.235>production.

1516
01:16:46.345 --> 01:16:48.155
<01:16:46.345>This <01:16:46.500>is <01:16:46.656>also <01:16:46.811>one <01:16:46.967>of <01:16:47.122>the <01:16:47.278>ways <01:16:47.433>to <01:16:47.589>do <01:16:47.745>this.

1517
01:16:51.145 --> 01:16:55.325
<01:16:51.145>So, <01:16:51.285>ah, <01:16:51.425>we <01:16:51.565>got <01:16:51.705>one <01:16:51.845>last <01:16:51.985>question. <01:16:52.125>No, <01:16:52.265>it's <01:16:52.405>a <01:16:52.545>comment.

1518
01:16:55.755 --> 01:17:00.205
<01:16:55.755>Oops, <01:16:57.155>I

1519
01:17:00.325 --> 01:17:01.525
<01:17:00.325>never <01:17:00.684>get <01:17:01.045>this <01:17:01.405>thing.

1520
01:17:01.865 --> 01:17:05.525
<01:17:01.865>So <01:17:02.331>There <01:17:02.798>is <01:17:03.264>Paula

1521
01:17:05.785 --> 01:17:08.045
<01:17:05.785>who <01:17:06.135>also <01:17:06.485>ask <01:17:06.835>questions <01:17:07.184>before

1522
01:17:08.185 --> 01:17:10.925
<01:17:08.184>and <01:17:08.418>he <01:17:08.651>wants <01:17:08.884>to <01:17:09.118>say <01:17:09.351>thank <01:17:09.584>you.

1523
01:17:14.005 --> 01:17:17.145
<01:17:14.005>The <01:17:14.180>other <01:17:14.355>testing <01:17:14.530>simulator <01:17:14.705>is <01:17:14.880>a <01:17:15.055>favorite, <01:17:15.230>I <01:17:15.405>think.

1524
01:17:17.715 --> 01:17:20.865
<01:17:17.715>Thank <01:17:17.890>you, <01:17:18.065>Bella. <01:17:18.240>Thanks. <01:17:18.415>Glad <01:17:18.590>that <01:17:18.765>you <01:17:18.940>liked <01:17:19.115>it.

1525
01:17:23.815 --> 01:17:28.665
<01:17:23.815>Okay. <01:17:24.015>So, <01:17:24.215>um, <01:17:24.415>if <01:17:24.615>not, <01:17:24.815>if <01:17:25.015>any <01:17:25.215>more

1526
01:17:29.185 --> 01:17:34.145
<01:17:29.184>questions, <01:17:29.360>um, <01:17:29.535>come <01:17:29.709>in, <01:17:29.884>um, <01:17:30.059>I <01:17:30.235>will <01:17:30.410>forward <01:17:30.584>them

1527
01:17:34.645 --> 01:17:36.585
<01:17:34.645>to <01:17:34.925>you, <01:17:35.205>Mohamed, <01:17:35.485>and <01:17:35.765>to <01:17:36.045>Yuli,

1528
01:17:37.365 --> 01:17:41.665
<01:17:37.365>and <01:17:37.540>then <01:17:37.715>we'll <01:17:37.889>see <01:17:38.065>that <01:17:38.240>we <01:17:38.415>get <01:17:38.590>the <01:17:38.764>answers.

1529
01:17:41.775 --> 01:17:45.705
<01:17:41.775>This <01:17:41.974>was <01:17:42.174>a <01:17:42.375>very <01:17:42.575>interesting <01:17:42.775>talk, <01:17:42.974>um, <01:17:43.174>especially

1530
01:17:46.485 --> 01:17:50.505
<01:17:46.485>the <01:17:46.684>part <01:17:46.884>where <01:17:47.085>you <01:17:47.285>pull <01:17:47.485>the <01:17:47.684>part, <01:17:47.884>um,

1531
01:17:50.725 --> 01:17:55.625
<01:17:50.725>how <01:17:50.925>you <01:17:51.125>really <01:17:51.325>do <01:17:51.525>build <01:17:51.725>a <01:17:51.925>robotic <01:17:52.125>car.

1532
01:17:56.845 --> 01:17:57.905
<01:17:56.845>Um, <01:17:57.799>yeah.

1533
01:17:58.405 --> 01:18:02.545
<01:17:58.405>And <01:17:58.755>thank <01:17:59.105>you <01:17:59.455>and <01:17:59.804>bye-bye.

1534
01:18:02.735 --> 01:18:05.025
<01:18:02.735>Have <01:18:02.968>a <01:18:03.201>nice <01:18:03.434>evening. <01:18:03.668>Thank <01:18:03.901>you. <01:18:04.134>Thank.