Charith Rathnayaka

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

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

A general Neural Particle Method for hydrodynamics modeling

Jinshuai Bai, Ying Zhou, Yuwei Ma et al. · Computer Methods in Applied Mechanics and Engineering · 2022 · 51 citations

Engineering, Physic Aware Machine Learning, Computational Neuroscience +5

A physics-informed neural network-based surrogate framework to predict moisture concentration and shrinkage of a plant cell during drying

Chanaka Batuwatta-Gamage, Charith Rathnayaka, H.C.P. Karunasena et al. · Journal of Food Engineering · 2022 · 50 citations

Engineering, Desiccation, Physic Aware Machine Learning +5

An Introduction to Programming Physics-Informed Neural Network-Based Computational Solid Mechanics

Jinshuai Bai, Hyogu Jeong, Chanaka Batuwatta-Gamage et al. · International Journal of Computational Methods · 2023 · 46 citations

Numerical Analysis, Engineering, Mechanical Engineering +16