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

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

Sukheon Kang, Youngkwon Kim, Jinkyu Yang, Seunghwa Ryu

Materials Horizons

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