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Zhenhua Huang

Zhengzhou University

100 Science Avenue

Zhengzhou, CO 450001

China

  • Zhengzhou University

SCHOLARLY PAPERS

3

DOWNLOADS

81

TOTAL CITATIONS

1

Scholarly Papers (3)

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1.

A Novel Meshless Method for Solving Steady Seepage Problems with Free Surface Based on Physics-Informed Neural Networks

Number of pages: 31 Posted: 19 Feb 2025
Zhenhua Huang, Binghan Xue, Manjun Li, Jianwei Lei and Hongyuan Fang
Zhengzhou University, Zhengzhou University, Zhengzhou University, Zhengzhou University and Zhengzhou University
Downloads 55 (1,031,043)
Citation 1

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Keywords: seepage problems, free surface, PINNs, meshless method.

2.

Grouting Material Mix Ratio Inversion for Deep Underground Engineering Using RSM-Constrained BPNN-PSO

Number of pages: 31 Posted: 04 May 2026
Xue-Feng Liu, Zhenhua Huang, Ming-Xue Niu, Chun-Ru Liu and Hua Wei
Shandong Agricultural University, Zhengzhou University, Shandong Agricultural University, Shandong University of Science and Technology and Shandong University of Science and Technology
Downloads 15 (1,509,872)

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3.

Application of Phase Change Concrete in Improving Frost Heave Resistance of Water Conveyance Channels in Seasonal Freezing Regions

Number of pages: 26 Posted: 01 Apr 2025
Xue-Feng Liu, Ming-Xue Niu, Jin-Ge Ma, Jun-Run Sun and Zhenhua Huang
Shandong Agricultural University, Shandong Agricultural University, Shandong Agricultural University, Shandong University of Science and Technology and Zhengzhou University
Downloads 11 (1,534,404)

Abstract:

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Phase-change concrete, numerical simulation, Thermal coupling, frost heave resistance, Water conveyance channel applications