2 papers
physics.plasm-ph2025
Physics-Informed Neural Networks for High-Precision Grad-Shafranov Equilibrium Reconstruction
Cuizhi Zhou, Kaien Zhu
The equilibrium reconstruction of plasma is a core step in real-time diagnostic tasks in fusion research. This paper explores a multi-stage Physics-Informed Neural Networks(PINNs)…
physics.comp-ph2025
Physics-Informed Neural Networks for Irregular Domain Mapping and Partial Differential Equations solving
Cuizhi Zhou, Kaien Zhu
The solution of partial differential equations (PDES) on irregular domains has long been a subject of significant research interest. In this work, we present an approach utilizing…