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Weidong Cui

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Open access Aug 2026

Variational Physics-Informed Neural Network with Functional Constraints Based on Operator Self-Adjointness

Experiments show that FC-VPINN achieves approximately one-order-of-magnitude lower prediction errors than the traditional PINN and reduces memory usage to 40% of that required by the baseline, demonstrating improved accuracy and computational efficiency in multidimensional problems.

Wenjie Zhang, Yubo Li, Weidong Cui et al. · 0 citations