Author

Yaxue Peng

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Open access Aug 2026

Physics Constraint‐Guided Neural Network for Solving Partial Differential Equations

A Physics Constraint‐Guided Network (PCGN) for deep PDE solving is proposed, to introduce physical information at three levels: feature representation, optimization, and output correction.

Zhihui Hou, Yaxue Peng · Engineering Reports · 0 citations