default author photo

Zengli He

Northwestern Polytechnical University

Xian, 710072

China

  • Northwestern Polytechnical University

SCHOLARLY PAPERS

2

DOWNLOADS

48

TOTAL CITATIONS

0

Scholarly Papers (2)

Actions:
Email selected abstracts
1.

Physics-informed neural network modeling of coupled one-dimensional water–sediment systems

Number of pages: 20 Posted: 12 Apr 2026
Xiuwei Zhang, Pei Cheng, Xin Yu, Hao Zhu, Meirong Zhou, Zengli He, Hanlin Yin and Yanning Zhang
Northwestern Polytechnical University, Northwestern Polytechnical University, affiliation not provided to SSRN, Northwestern Polytechnical University, Wuhan University, Northwestern Polytechnical University, Northwestern Polytechnical University and Northwestern Polytechnic University (NPU) - School of Computer Science and Engineering
Downloads 35 (1,249,711)

Abstract:

Loading...

Physics-Informed Neural Networks, Coupled water--sediment transport, Variable scaling, Parameter embedding

2.

DFVM: A Multi-Scenario Solver for 2D Shallow Water Equations by Integrating Deep FiniteVolume Method with Physics-Informed Neural Networks

Number of pages: 24 Posted: 28 Apr 2026
Xiuwei Zhang, Zengli He, Xin Yu, Pei Cheng, Hao Zhu, Hanlin Yin and Yanning Zhang
Northwestern Polytechnical University, Northwestern Polytechnical University, affiliation not provided to SSRN, Northwestern Polytechnical University, Northwestern Polytechnical University, Northwestern Polytechnical University and Northwestern Polytechnic University (NPU) - School of Computer Science and Engineering
Downloads 13 (1,518,554)

Abstract:

Loading...

Shallow Water EquationsPhysics-Informed Neural NetworksFinite Volume MethodDeep LearningGeneralization