Jinshuai Bai

A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications

Laith Alzubaidi, Jinshuai Bai, Aiman Al-Sabaawi et al. · Journal Of Big Data · 2023 · 684 citations · Full text

Engineering, Machine Learning, Machine Learning Tool +21

A physics-informed neural network technique based on a modified loss function for computational 2D and 3D solid mechanics

Jinshuai Bai, Timon Rabczuk, Ashish Gupta et al. · Computational Mechanics · 2022 · 210 citations · Full text

Engineering, Computational 2D, Mechanics +11

A Physics-Informed Neural Network-based Topology Optimization (PINNTO) framework for structural optimization

Hyogu Jeong, Jinshuai Bai, Chanaka Batuwatta-Gamage et al. · Engineering Structures · 2022 · 133 citations

Evolving Neural Network, Engineering, Physic Aware Machine Learning +7

Kolmogorov–Arnold-Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov–Arnold Networks

Yizheng Wang, Jia Sun, Jinshuai Bai et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 106 citations

A complete Physics-Informed Neural Network-based framework for structural topology optimization

Hyogu Jeong, Chanaka Batuwatta-Gamage, Jinshuai Bai et al. · Computer Methods in Applied Mechanics and Engineering · 2023 · 86 citations · Full text