Machine learning scientist Jobs in Arnsdorf
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Machine learning scientist • arnsdorf
Postdoc (f / m / d) Digital Twin and Surrogate Modelling of Laser-Electron Acceleration and -Seeded Free-Electron Lasers
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EDEKA VerbundPirnaPostdoc (f / m / d) Digital Twin and Surrogate Modelling of Laser-Electron Acceleration and -Seeded Free-Electron Lasers
Helmholtz-Zentrum Dresden-Rossendorf (HZDR)Dresden-RossendorfWith 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 Institute of Radiation Physics conducts research for states of matter under extreme conditions and in very small dimensions.
The Department of Laser Particle Acceleration is looking for a Postdoc (f / m / d) Digital Twin and Surrogate Modelling of Laser-Electron Acceleration and -Seeded Free-Electron Lasers.
Your tasks
- Design and train data-driven surrogate models for laser-plasma acceleration (LPA) simulations
- Devise models to translate between distributions resulting from simulation and experiments
- Find LPA parameters to control efficiency and resulting electron bunch shape
- Match simulation results to virtual diagnostics of experimental LPA-FEL setup to understan LPA setup
- Integrate and unify simulation workflows and data-handling with ML workflows
- Close communication with experimental colleagues to understand the setup and communicate promising parameters to explore
- Publication of results in scientific journals and dissemination at conferences
Your profile
Our offer
We look forward to receiving your application documents (including cover letter, CV, diplomas / transcripts, etc.), which you can submit via our online-application-system.
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