Hong-Kyun Noh, Ph.D.
Department of Mechanical Engineering
Korea Advanced Institute of Science and Technology (KAIST)
N7-4 3105, 291 Daehak-Ro, Yuseong-Gu, Daejeon, 34141 Korea
Email: hknoh@kaist.ac.kr
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About me
About me
KAIST, 2025
Postdoc, InnoCore PRISM-AI Research Group
Mentor: Prof. Seungchul Lee
Jeonbuk National University, 2025
Ph.D. in Mechanical Engineering
Advisor: Prof. Jae Hyuk Lim
Dissertation: Real-time Response Inference of Time-dependent PDEs via Causality-enhanced Physics-informed Neural Networks
Jeonbuk National University, 2022
M.S. in Mechanical Engineering
Advisor: Prof. Jae Hyuk Lim
Jeonbuk National University, 2020
B.S. in Mechanical Engineering
Research Interests
Research Interests
Scientific Machine Learning (SciML), Physics-Informed Neural Networks (PINNs), Physics-informed Neural Operators, Surrogate Modeling, Inverse Design, Variational AutoEncoder, Diffusion-based Generative Model, and Anomaly Detection
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