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physics.comp-ph2026
Latent Residual-Closure Fourier Neural Operator for Robust Multi-Field Solving in Particle-in-Cell Simulations
Jianhua Lyu, Linlin Zhong
Particle-in-cell (PIC) simulations are widely used for kinetic plasma modeling in energy applications, but their efficiency is often limited by repeated field solves on dense meshe…
physics.plasm-ph2026
DeepPropNet: an operator learning-based predictor for thermal plasma properties
Zuo Wang, Linlin Zhong
Thermal plasma properties play a critical role in plasma simulations and plasma-related applications. However, their strong nonlinear dependence on temperature, pressure, and gas c…