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20182026
most citedPredicting Mechanical Properties from Microstructure Images in Fiber-reinforced Polymers using Convolutional Neural Networks

26 citations · 49 across the 11 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

stat.ML2023

Energy-Dissipative Evolutionary Deep Operator Neural Networks

Jiahao Zhang, Shiheng Zhang, Jie Shen +1

Energy-Dissipative Evolutionary Deep Operator Neural Network is an operator learning neural network. It is designed to seed numerical solutions for a class of partial differential…

cs.LG2023

NSGA-PINN: A Multi-Objective Optimization Method for Physics-Informed Neural Network Training

Binghang Lu, Christian B. Moya, Guang Lin

This paper presents NSGA-PINN, a multi-objective optimization framework for effective training of Physics-Informed Neural Networks (PINNs). The proposed framework uses the Non-domi…