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physics.plasm-ph2025★ 2 cited
Surrogate Modeling of Landau Damping with Deep Operator Networks
Simin Shekarpaz, Chuanfei Dong, Ziyu Huang
Kinetic simulations excel at capturing microscale plasma physics phenomena with high accuracy, but their computational demands make them impractical for modeling large-scale space…
physics.plasm-ph2025★ 16 cited
Machine-learning heat flux closure for multi-moment fluid modeling of nonlinear Landau damping
Ziyu Huang, Chuanfei Dong, Liang Wang
Nonlinear plasma physics problems are usually simulated through comprehensive modeling of phase space. The extreme computational cost of such simulations has motivated the developm…