Postdoctoral Researcher (f_m_x) - Adaptive Digital Twin Prototypes for EGS Systems
GFZ mbH
Potsdam, Germany
5 days ago
Role details
Contract type
Temporary contract Employment type
Part-time / full-time Working hours
Regular working hours Languages
English, GermanJob location
Potsdam, Germany
Tech stack
Artificial Intelligence
C++
Data Structures
Python
Operational Data Store
Object-Oriented Software Development
Digital Twin
Software Troubleshooting
Programming Languages
Job description
- Collect and coordinate with the partners available data on the local geology, material properties, and boundary conditions of the investigated site
- Integrate the data into a multi-physics reservoir simulator to provide a high-fidelity and physically-realistic digital representation of the reservoir's thermo-hydro-mechanical response
- Validate the model against operational data from the project partners
- Construct a representative data set of expected system variability to train and validate a physics-preserving AI-driven surrogate model for real-time use in the field demonstrator
- Use the surrogate model to identify the most influential parameters and properties to quantify the resulting system uncertainties to inform and steer the stimulation strategies for the targeted reservoir
- Seamless integration (input) of the acquired field data into the simulation environment to help identify best operation practices
- Seamless integration (output) of the DT results to the operations team and seismic team to assist optimal and flexible control algorithms to steer the field experiments
Requirements
- Master's degree and PhD in Earth, Environmental or Physical Sciences, or in a related field
- Advanced expertise in numerical modelling (specifically relevant for thermal hydraulic and mechanical reservoir analysis) and complex simulation environments (familiarity with HPC concepts is an asset)
- Familiarity with basic coding concepts (e.g. basic control and data structures, object-oriented programming, troubleshooting and debugging) specifically for C++ and Python (Julia) programming languages
- Demonstrated capacity for international teamwork and excellent communication skills, * Creative and critical thinking, and the ability to publish, are demonstrated by a record of original and innovative publications
- Proficiency in spoken and written English. German language skills are useful, but no requirement
- Excellent communication skills, * Academic credentials (mark sheets and degree statements/certificates)
- Short abstract of the PhD thesis or equivalent
Benefits & conditions
- Ambitious and varied tasks in a dynamic and international research environment
- State-of-the-art equipment
- Public service benefits
- Extensive training opportunities
- Professional career advice offered by our in-house Career-Centre
- Flexible working hours and conditions
- Support with finding a good work-life balance offered by benefit@work
- Institute day-care centre on site
- Working at the Albert Einstein Science Park on the Telegrafenberg in Potsdam
- Workplace within walking distance of Potsdam main train station, or just a short ride on the shuttle bus, Salary: The position is classed as salary group 13 according to "TVöD Bund (Tarifgebiet Ost)". The salary group is determined on the basis of the Collective Wage Agreement and the respective personal qualifications. Working hours: Full-time (currently 39 h/week); The position is generally suitable for part-time work. Place of work: Potsdam
About the company
Das Deutsche Helmholtz GeoForschungs-Zentrum sucht eine Person als Postdoktorand:in. Du arbeitest an digitalen Zwillingen für geothermische Systeme. Du brauchst Erfahrung in numerischer Modellierung und Programmierung. Wichtig sind Teamarbeit und gute Kommunikationsfähigkeiten. Englischkenntnisse sind erforderlich, Deutschkenntnisse sind hilfreich.
Erstellt mit künstlicher Intelligenz
Deutsches Helmholtz GeoForschungs-Zentrum
GFZ is Germany's national centre for solid Earth research. We advance the understanding of dynamic processes to address global challenges, from mitigating the impacts of natural hazards and sustaining our habitat amid global change to responsibly managing georesources. We are part of the Helmholtz Association, the largest German scientific organisation. With around 1,200 employees as well as ca. 500 guest researchers, we contribute to the Helmholtz Research Field Earth and Environment, aligning cutting-edge research with societal relevance and international collaboration. Our work integrates multidisciplinary studies across Earth's system components, leveraging advanced technologies and infrastructure to research solutions and to transfer our knowledge to society. We are doing this in line with our vision: "Taking the pulse of our Earth to safeguard a habitable planet".
Within the EU-funded project UPLIFT (Unlocking Petrothermal Lithologies through Innovative Fracture Technologies) in section 4.5 "Subsurface Modelling" (department "Geosystems"), we are looking for a:
Postdoctoral Researcher (f_m_x) - Adaptive Digital Twin Prototypes for EGS Systems
Reference Number 11253
UPLIFT brings together key European EGS industry and research institutions to demonstrate, at Czechia's leading energy research site RINGEN, how multi-stage Enhanced Geothermal System (EGS) stimulation can be efficiently implemented in Europe, while reducing technical, social, and environmental risks. This includes adaptive stimulation designs for more efficient and safe permeability enhancement and micro-turbine drilling to improve reservoir access. To support this, we will investigate the self-propping behaviour of European basement rocks through laboratory experiments, benchmark these results against acid and proppant-based stimulation methods, and compare water-only with proppant-based stimulation treatments in the Bedretto Underground Laboratory. Additionally, we will develop high-fidelity, physics-based Digital Twins to guide stimulation designs, as well as fast surrogate models for real-time operational decision-making., "Diversity in perspectives" is one of GFZ's core values. As an integral part of supporting diversity at our centre, we actively promote women in science and in leadership positions. We, among others, do this through our gender equality plan and the cascade model measures, which we actively implement to enable sustainable equal opportunities in academic career paths. The GFZ thus committedly strives for gender equality in science, including in leadership positions, and strongly encourages women to apply.