[Education and Experience]
2015.03~2019.02 B.S., Department of Naval Architecture and Ocean Engineering, Seoul National University, Korea
2019.03~2026.02 Ph.D., Department of Naval Architecture and Ocean Engineering, Seoul National University, Korea
2026.03~Now Researcher, HD Korean Shipbuilding & Offshore Engineering Co., Ltd., Korea
[Research Fields]
Hull Form Optimization
Digital Twin in Shipbuilding
AR/VR for Ships and Offshore Structures
Deep Learning
[Publication]
International Journal
6. Dong-Woo Kim, Myung-Il Roh, Yong-Tai Kim, Min-Kyu Park, Mun-Gwan Choi, Jin-Hyeok Kim, “A Nonlinear Methodology for the Sloshing Assessment in the Membrane-type LNG Cargo Containment System”, Ocean Engineering, Vol. 349, 124140, 2026.03.15
5. Jin-Hyeok Kim, Myung-Il Roh, In-Chang Yeo, “An MLP (Multi-Layer Perceptron)-Based Method for Optimizing Multiple Hull Forms at Once Using Surrogate Modeling with Geometric Moments”, Ocean Engineering, Vol. 339, Part 1, 122121, 2025.11.15
4. Jin-Hyeok Kim, Myung-Il Roh, In-Chang Yeo, “A Method for Generating Multiple Hull Forms at Once Using MLP (Multi-Layer Perceptron)”, Ocean Engineering, Vol. 324, 120659, 2025.04.30
3. Jin-Hyeok Kim, Myung-Il Roh, In-Chang Yeo, “Hull Form Optimization of Fully Parameterized Small Ships Using Characteristic Curves and Deep Neural Networks”, International Journal of Naval Architecture and Ocean Engineering, Vol. 16, 100596, 2024.05.08
2. Ji-Sang Ha, Myung-Il Roh, Ki-Su Kim, Jin-Hyeok Kim, “Method for Pipe Routing Using the Expert System and the Heuristic Pathfinding Algorithm in Shipbuilding”, International Journal of Naval Architecture and Ocean Engineering, Vol. 15, pp. 100533.1-15, 2023.05.26
1. Jin-Hyeok Kim, Myung-Il Roh, Ki-Su Kim, In-Chang Yeo, Min-Jae Oh, Jung-Woo Nam, Sahng-Hyon Lee, Yong-Hun Jang, “Prediction of the Superiority of the Hydrodynamic Performance of Hull Forms Using Deep Learning”, International Journal of Naval Architecture and Ocean Engineering, Vol. 14, pp. 100490.1-15, 2022.11.01