Engineering intelligence around real physical systems.

I am a PhD candidate at the University of Ulsan working across Industrial AI, environmental engineering, trustworthy machine learning, and scientific modeling.

My broader interest is not simply whether a model predicts well, but whether its predictions remain meaningful when exposed to physical constraints, uncertainty, disturbances, limited measurements, and operational decisions.