Jonathan Viquerat
Scholar

Jonathan Viquerat

Google Scholar ID: guoJL5UAAAAJ
Mines ParisTech - CEMEF
Deep reinforcement learningFlow controlDiscontinuous GalerkinOptimization
Citations & Impact
All-time
Citations
1,548
 
H-index
16
 
i10-index
24
 
Publications
20
 
Co-authors
37
list available
Resume (English only)
Academic Achievements
  • GNN models for flow computation in aneurysms
  • A benchmark library for DRL-based flow control: Beacon
  • DRL for natural convection control
  • DRL for fluid film control
  • Discrete element method: A small python-based DEM solver
  • Diogenes: A software suite based on discontinuous Galerkin methods for solving nanophotonics problems
  • Dielectric metasurface: A short numerical study on the effects of lithography defects on the behavior of reflectarrays
  • Mixed-variable optimization: An extension of the PBO method to handle mixed discrete/continuous variables
  • DRL for mixing: A control problem where an agent learns to mix a passive scalar quantity in a square cavity using boundary velocities control
  • Dragonfly: A DRL library designed for modularity and easy experimentation
  • LBM solver: A small python-based LBM solver
  • PBO for conjugate heat transfer: Single-step DRL for the passive control of heat transfer problems
  • PBC with oblique incidence: Extension of the field transform technique to handle polychromatic plane wave analysis at oblique incidence with periodic boundary conditions in time-domain
  • Polychromatic pulses in waveguides: Developed a specific source module able to take into account mode dispersion to propagate polychromatic pulses in waveguides
  • Mesh algorithms: Working on various mesh algorithms in a new FE framework
Background
  • Currently a research engineer in the CFL team at CEMEF, Sophia-Antipolis. My current work is concerned with the application of machine learning algorithms to CFD problems.