Postdoctoral Researcher (f/m/d) in Machine Learning and Surrogate Modeling for Geochemical Systems.
Postdoctoral Researcher (f/m/d) in Machine Learning and Surrogate Modeling for Geochemical Systems.
Postdoctoral Researcher (f/m/d) in Machine Learning and Surrogate Modeling for Geochemical Systems.
Postdoctoral Researcher (f/m/d) in Machine Learning and Surrogate Modeling for Geochemical Systems.
Helmholtz-Zentrum Dresden-Rossendorf e.V.
Forschung
Görlitz
- Art der Beschäftigung: Teilzeit
- 55.000 € – 69.000 € (von XING geschätzt)
- Vor Ort
- Zu den Ersten gehören

Postdoctoral Researcher (f/m/d) in Machine Learning and Surrogate Modeling for Geochemical Systems.
Über diesen Job
Helmholtz-Zentrum Dresden-Rossendorf e.V.
With cutting-edge research in the fields of ENERGY, HEALTH and MATTER, around 1,500 employees from more than 70 nations at Helmholtz-Zentrum Dresden-Rossendorf (HZDR) are committed to mastering the great challenges facing society today.
The Center for Advanced Systems Understanding (CASUS) is a German-Polish research center for data-intensive digital systems research.
CASUS is looking for a
Postdoctoral Researcher (f/m/d) in Machine Learning and Surrogate Modeling for Geochemical Systems.
EnglishTasks:
- Identify existing machine learning approaches applicable for geochemical systems in a geological setting
- Implement, adapt, and apply machine learning approaches and mathematical surrogate models for modeling radionuclide migration in crystalline host rocks
- Perform uncertainty quantification of machine learning and surrogate models with respect to traceability, robustness and physicochemical correctness
- Cooperate with our project partners at HZDR, TU BA Freiberg and TU Darmstadt
- Present your scientific findings at academic venues and publish research in peer-reviewed journals
Requirements:
- Ph.D. in the field of Physics, Chemistry, Computer Sciences or Applied Mathematics or related field
- Background in mathematical surrogate modeling and machine learning
- Experience or familiarity with large-scale computational simulations
- Prior exposure to collaborative software development and version control systems (Git)
- Motivation to work collaboratively in a team-oriented environment
- Proficiency in programming languages (Python, Julia, C/C++)
- Excellent communication skills in English
What we offer:
- A vibrant research community in an open, diverse and international work environment
- Scientific excellence and extensive professional networking opportunities
- Salary and social benefits in accordance with the collective agreement for the public sector (TVöD-Bund) including 30 days of paid holiday leave, company pension scheme (VBL)
- We support a good work-life balance with the possibility of part-time employment, mobile working and flexible working hours
- Numerous company health management offerings
- Employee discounts with well-known providers via the platform Corporate Benefits
- An employer subsidy for the "Deutschland-Ticket Jobticket"
How to apply:
We look forward to receiving your application documents (including cover letter, CV, diplomas/transcripts, etc.), which you can submit via our online-application-system: https://www.hzdr.de/db/Cms?pNid=490&pLang=en&pOid=76987
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Helmholtz-Zentrum Dresden-Rossendorf e.V.
Forschung