2 papers
physics.plasm-ph2026
Learning collision operators from plasma phase space data using differentiable simulators
Diogo D. Carvalho, Pablo J. Bilbao, Warren B. Mori +2
We propose a methodology to infer collision operators from phase space data of plasma dynamics. Our approach combines a differentiable kinetic simulator, whose core component in th…
physics.plasm-ph2026
Learning time-dependent and integro-differential collision operators from plasma phase space data using differentiable simulators
Diogo D. Carvalho, Luis O. Silva, E. Paulo Alves
Collisional and stochastic wave-particle dynamics in plasmas far from equilibrium are complex, temporally evolving, stochastic processes which are challenging to model. In this wor…