most citedEnhancing Convolutional Neural Networks with Higher-Order Numerical Difference Methods

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math.NA2023

Time integration schemes based on neural networks for solving partial differential equations on coarse grids

Xinxin Yan, Zhideng Zhou, Xiaohan Cheng +1

The accuracy of solving partial differential equations (PDEs) on coarse grids is greatly affected by the choice of discretization schemes. In this work, we propose to learn time in…