Author

Qing-Hui Zhang

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Sep 2026

Physics-informed adjoint neural network for parametric PDE-constrained optimal control problems.

Results establish that the empirical residual minimization is a mathematically principled approach to solving parametric PDE-constrained optimal control problems.

Shao-Jie Zeng, Zhao-Xing Han, Qing-Hui Zhang · Neural Networks · 0 citations