Ref:

[1] W. Cao, W. Zhang, TSONN: Time-stepping-oriented neural network for solving partial differential equations, arXiv preprint arXiv:2310.16491, (2023).

[2] W. Cao, W. Zhang, An analysis and solution of ill-conditioning in physics-informed neural networks, Journal of Computational Physics, 520 (2025) 113494.