Physics-informed neural network-based discovery of hyperelastic constitutive models from extremely scarce data

Hyeonbin Moon, Donggeun Park, Hanbin Cho, Hong-Kyun Noh, Jae Hyuk Lim, Seunghwa Ryu

Computer Methods in Applied Mechanics and Engineering

Volume 446, Issue 118258, Pages 118258, 2025

Physics-informed neural operators for generalizable and label-free inference of temperature-dependent thermoelectric properties

Hyeonbin Moon, Songho Lee, Wabi Demeke, Byungki Ryu, Seunghwa Ryu

Npj Computational Materials

Volume 11, Issue 272, Pages 1-11, 2025

Physics-informed neural networks for programmable origami metamaterials with controlled deployment

Sukheon Kang, Youngkwon Kim, Jinkyu Yang, Seunghwa Ryu

Materials Horizons

Volume 12, Issue 24, Pages 10641-10655, 2025

IM-Chat: A multi-agent LLM framework integrating tool-calling and diffusion modeling for knowledge transfer in injection molding industry

Junhyeong Lee, Joon-Young Kim, Heekyu Kim, Inhyo Lee, Seunghwa Ryu

Journal of Manufacturing Systems

Volume 83, Pages 839-855, 2025