🧑🎓️About Me
I am a Ph.D. student at Cho Chun Shik Graduate School of Mobility, KAIST, working under the supervision of Prof. Namwoo Kang at Smart Design Lab. My research aims to advance engineering design and optimization by developing AI-driven surrogate models that efficiently approximate and analyze complex physical systems. These models enable faster and more adaptive solutions, pushing the boundaries of traditional design processes.
Interests
- Scientific Machine Learning
- AI-based Surrogate Modeling for Physical Systems
- Design Optimization in Engineering Systems
- Digital Twin Technology
Education
Ph.D. student in Cho Chun Shik Graduate School of Mobility
KAIST
MSc degree in Cho Chun Shik Graduate School of Mobility
KAIST
BSc degree in Mechatronics engineering
KOREATECH
Recent Publications
∗ denotes corresponding author, † denotes equal contribution.
(2025).
Point-wise Diffusion Models for Physical Systems with Shape Variations: Application to Spatio-temporal and Large-scale system.
Arxiv.
(2024).
Physics-Constrained Graph Neural Networks for Spatio-Temporal Prediction of Drop Impact on OLED Display Panels.
Expert Systems with Applications 2025.