PhD Position F/M Multi-fidelity Bayesian Optimization in aerodynamics for large-scale computing infrastructures

Contexte et atouts du poste

The Acumes project-team is a joint team between Inria and the Jean-Alexandre Dieudonné Mathematics Laboratory (LJAD) of the Côte d'Azur University. The research carried out focuses on the analysis and optimization of systems governed by partial differential equations, with multi-disciplinary applications ranging from the mechanics of fluids and structures to the modeling of biological phenomena, road and pedestrian traffic. The team is also focusing on deep learning methods to effectively combine data and physical models.

Mission confiée

The optimization of complex systems, based on numerical simulations, is currently growing strongly in the industrial field, for example in aeronautics or telecommunications. The approach consists in coupling an optimization algorithm, which will seek for the optimal value of a set of parameters, to a simulator estimating the value of the cost function for each set of parame...