Deep collocation method: A framework for solving PDEs using neural networks with error control

Mingxing Weng, Zhiping Mao, Jie Shen

Neural networks have shown significant potential in solving partial differential equations (PDEs). While deep networks are capable of approximating complex functions, direct one-sh…