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Yu Jian

Nanchang University

SCHOLARLY PAPERS

2

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117

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0

Scholarly Papers (2)

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1.

Fem-Constrained Neural Network-Based Surrogate Model (Fcnn-Sm) for Rapid Structural Response Prediction: Algorithm Framework and Reliability Analysis Applications

Downloads 62 (970,490)

Fem-Constrained Neural Network-Based Surrogate Model (Fcnn-Sm) for Rapid Structural Response Prediction: Algorithm Framework and Reliability Analysis Applications

Number of pages: 37 Posted: 26 Apr 2025
Chun Zhang and Yu Jian
Nanchang University and Nanchang University
Downloads 38 (1,281,607)

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Physical information, Surrogate model, Reliability analysis, FEM, Neural network

Fem-Constrained Neural Network-Based Surrogate Model (Fcnn-Sm) for Rapid Structural Response Prediction: Algorithm Framework and Reliability Analysis Applications

Number of pages: 25 Posted: 17 Apr 2025
Chun Zhang and Yu Jian
Nanchang University and Nanchang University
Downloads 24 (1,445,011)

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Physical information, surrogate model, reliability analysis, FEM, neural network

2.

FEM-constrained Neural Network Surrogate Model for Nonlinear Behavior Prediction in Hyperelastic Materials: Method and Application to Tunnel Seal Waterproofing Performance

Number of pages: 31 Posted: 16 Oct 2025
Yu Jian and Chun Zhang
Nanchang University and Nanchang University
Downloads 55 (1,010,164)

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Physical information, surrogate model, geometric nonlinearity calculations, safety assessment of gaskets, EPDM