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Xinhai Chen

National University of Defense Technology

Changsha Hunan, 410073

China

  • National University of Defense Technology

SCHOLARLY PAPERS

2

DOWNLOADS

54

TOTAL CITATIONS

0

Scholarly Papers (2)

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1.

Gnnrl-Smoothing: A Prior-Free Reinforcement Learning Model For  Mesh Optimization

Downloads 50 (1,063,489)

Gnnrl-Smoothing: A Prior-Free Reinforcement Learning Model For  Mesh Optimization

Number of pages: 54 Posted: 23 Apr 2025
Zhichao Wang, Xinhai Chen, Chunye Gong, Bo Yang, Liang Deng, Yufei Sun, Yufei Pang, Xiang Zhang and Jie Liu
National University of Defense Technology, National University of Defense Technology, National University of Defense Technology, National University of Defense Technology, China Aerodynamics Research and Development Center, Nankai University, China Aerodynamics Research and Development Center, National University of Defense Technology and National University of Defense Technology
Downloads 29 (1,371,100)

Abstract:

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Mesh smoothing, Surface mesh, Graph neural network, Reinforcement learning

Gnnrl-Smoothing: A Prior-Free Reinforcement Learning Model For  Mesh Optimization

Number of pages: 54 Posted: 28 Apr 2025
Zhichao Wang, Xinhai Chen, Chunye Gong, Bo Yang, Liang Deng, Yufei Sun, Yufei Pang, Xiang Zhang and Jie Liu
National University of Defense Technology, National University of Defense Technology, National University of Defense Technology, National University of Defense Technology, China Aerodynamics Research and Development Center, Nankai University, China Aerodynamics Research and Development Center, National University of Defense Technology and National University of Defense Technology
Downloads 21 (1,486,852)

Abstract:

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Mesh smoothing, Surface mesh, Graph neural network, Reinforcement learning

2.

EAGLE: An Element-Aware Graph Learning Engine for Hybrid Mesh Smoothing

Number of pages: 17 Posted: 22 May 2026
Jingzhu Pei, Xinhai Chen, Tiantian Liu, Quan Xu, Qinglin Wang, Jianjun Chen, Na Lei and Jie Liu
National University of Defense Technology, National University of Defense Technology, Institute of Applied Physics and Computational Mathematics, Institute of Applied Physics and Computational Mathematics, Dalian University of Technology, Zhejiang University, Dalian University of Technology and National University of Defense Technology
Downloads 4 (1,579,934)

Abstract:

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Mesh smoothing, Hybrid mesh, Unsupervised learning, Graph neural network