21 citations · 21 across the 4 of their papers we have counts for
4 papers · 1 filter
Plasma Flow Generation and Particle Acceleration from Expanding Magnetic Bubbles
Yang Zhang, Brandon K. Russell, Geoffrey Pomraning +9
Impulsive plasma dynamics in the laboratory are often driven by rising electric currents, yet their quantitative plasma response has not been well established. By means of fully ki…
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…
Data-Driven Modeling of Landau Damping by Fourier Neural Operator
Shichen Wei, Yuhong Liu, Haiyang Fu +2
The development of machine learning techniques enables us to construct surrogate models from data of direct numerical simulations, which has important implications for modeling com…
Data-driven, multi-moment fluid modeling of Landau damping
Wenjie Cheng, Haiyang Fu, Liang Wang +6
Deriving governing equations of complex physical systems based on first principles can be quite challenging when there are certain unknown terms and hidden physical mechanisms in t…