Physics-informed neural networks for solving forward and inverse Vlasov–Poisson equation via fully kinetic simulation

The Vlasov–Poisson equation is one of the most fundamental models in plasma physics. It has been widely used in areas such as confined plasmas in thermonuclear research and space plasmas in planetary magnetospheres. In this study, we explore the feasibility of the physics-informed neural networks fo...

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Bibliographic Details

Published in:	Machine Learning: Science and Technology
Main Authors:	Baiyi Zhang, Guobiao Cai, Huiyan Weng, Weizong Wang, Lihui Liu, Bijiao He
Format:	Article
Language:	English
Published:	IOP Publishing 2023-01-01
Subjects:	Vlasov–Poisson equation plasma physics-informed neural networks particle-in-cell inverse problems
Online Access:	https://doi.org/10.1088/2632-2153/ad03d5