Neural Q-learning for solving PDEs

Solving high-dimensional partial differential equations (PDEs) is a major challenge in scientific computing. We develop a new numerical method for solving elliptic-type PDEs by adapting the Q-learning algorithm in reinforcement learning. To solve PDEs with Dirichlet boundary condition, our “Q-PDE&qu...

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Bibliographic Details
Main Authors: Cohen, SN, Jiang, D, Sirignano, J
Format: Journal article
Language:English
Published: Journal of Machine Learning Research 2023