Context
The research team « Apprentissage » of the LITIS laboratory is recruiting at INSA Rouen Normandy for a postdoctoral position in machine learning/deep learning for physics.
The postdoctorate will conduct high-impact research in machine learning and deep learning applied to physics. It is expected development of theoretical, algorithmic contributions in machine learning for engineering sciences, in particular the modeling of complex physical phenomena based on large amounts of experimental data and/or data from numerical simulation.
Specifically, the intended research will target applications related to the development of deep learning architectures for the analysis of DRASC (Diffuse Raman Anti-Stokes Coherent) spectra issued from laser based measurements. DRASC spectra are key for modelling and understanding combustion reactions and optimizing new combustion systems adapted to new energy carriers such as hydrogen. Other applications of interest include the development of models combining machine learning/deep learning and numerical simulation models in computational Fluid Dynamics to predict and optimize the wear and tear of lithium-ion batteries or the integration of deep learning to speed-up numerical simulation at different spatial and temporal scales of physical processes involved in carbon sequestration.
The successful candidate will work at the LITIS Laboratory in collaboration with CORIA, an internationally renowned physics lab specializing in complex reactive flows.
You’re the Ideal Candidate If You Have
- A PhD degree in machine learning, data science, or a related field
- A strong publication record in machine/deep learning
- Experience (or strong interest) in physics-informed machine learning will be appreciated
- Solid programming skills (Python, machine learning/deep learning frameworks)
- A good command of Scientific English
- The ability to work in a multidisciplinary environment
Additional Information
- Contract type: Fixed-term (CDD)
- Start date: at the earliest convenience
- Duration: 18 months
- Working hours: Full-time (35h/week), daytime schedule
- Gross monthly salary: 5,100€
- Location: INSA Rouen Normandie, Madrillet Campus
How to apply?
Applications including:
- Cover letter
- Detailed CV
- Summary of past research and main publications
- Full texts of key publications
- Contact details of two referees
are to be sent to gilles.gasso@insa-rouen.fr and drh-recrutement@insa-rouen.fr with the following « Postdoctoral Researcher in Machine and Deep Learning for Physics »
