Author

Weifeng Huang

Observed name: Huang, Weifeng

Institutions: State Key Laboratory of Tribology, Tsinghua University

Observed institutions: State Key Laboratory of Tribology, Tsinghua University

OpenAlex ID: A5148438901

On the diminishing returns of higher-order gradient constraints in gradient-enhanced physics-informed neural networks: Order selection and directional anisotropy

2026 · Wenxuan Huo, Jian Chen, et al. · Engineering Analysis with Boundary Elements

A parameterized multi-dimensional physics-informed neural network for hydrodynamic lubrication

2026 · Wei Zhao, Shaotong Feng, et al. · Engineering Analysis with Boundary Elements

Hypernetwork-Parameterized Spatially Adaptive Neural Operators for PDE Learning

2026 · Zhang, Jiaquan, Zhang, Chaoning, et al. · arXiv (Cornell University)

Multi-dimensional training-priority weighting based on physical information propagation paths: a unified residual-weighting framework for physics-informed neural networks

2026 · Lian, Zhangyi, Dong, Xinda, et al. · arXiv (Cornell University)

Algebraic Loss Augmentation: Steering Conflicting Residuals for Coupled Physics-Informed Neural Networks

2026 · Qiang He, Qiang He, et al. · SSRN Electronic Journal

Algebraic Loss Augmentation: Steering Conflicting Residuals in Physics-Informed Neural Networks for Coupled Partial Differential Equations

2026 · Qiang He, Greg Zhu, et al. · SSRN Electronic Journal

Works count: 6

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