[Education and Experience]
2014.03~2020.02 B.S., Department of Naval Architecture and Ocean Engineering, Seoul National University, Korea
2020.03~Now Ph.D. Student, Department of Naval Architecture and Ocean Engineering, Seoul National University, Korea
[Research Fields]
Deep Learning in Shipbuilding
Autonomous Ship
Route Planning
[Publication]
International Journal
15. Yun-Sik Kim, Myung-Il Roh, Ha-Yun Kim, In-Chang Yeo, Nam-Sun Son, “A Method of Learning-based Tracking for Maritime Obstacles Using a Transformer”, Ocean Engineering, Vol. 364, No. 2, pp.126943.1-17, 2026.08.30
14. Ha-Yun Kim, Myung-Il Roh, Yeong-Min Jo, Hye-Won Lee, Yun-Sik Kim, In-Chang Yeo, “A Track-to-track Fusion Method for Tracking Maritime Obstacles”, International Journal of Naval Architecture and Ocean Engineering, Vol. 18, pp. 100783.1-17, 2026.06.21
13. In-Chang Yeo, Myung-Il Roh, Yun-Sik Kim, “A Method for Generating a 3D Environmental Map Using a Stereo Camera for Autonomous Berthing of an Unmanned Surface Vehicle”, International Journal of Naval Architecture and Ocean Engineering, Vol. 18, pp. 100758, 2026
12. Seong-Won Choi, Myung-Il Roh, In-Chang Yeo, Won-Chul Yoo, Seon-Do Han, “A Route Planning Method for Small Ships Based on Historical AIS Data”, Ocean Engineering, Vol. 343, Part 3, pp. 123372, 2026.01.15
11. 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, 2025.11.15
10. In-Chang Yeo, Myung-Il Roh, Yun-Sik Kim, Ha-Yun Kim, Do-Hyeok Ahn, Nam-Sun Son, “A Localization Method of Nearby Ships Based on 3D Object Detection Using a Camera”, International Journal of Naval Architecture and Ocean Engineering, Vol. 17, pp. 100705.1-16, 2025.11.12
9. In-Chang Yeo, Myung-Il Roh, Dong-Guen Jeong, Jun-Sik Lee, “A Route Planning Method for Small Ships Inside the Marina”, International Journal of Naval Architecture and Ocean Engineering, Vol. 17, pp. 100684.1-16, 2025.08.13
8. Yun-Sik Kim, Myung-Il Roh, Ha-Yun Kim, In-Chang Yeo, “An Improved Method of Detecting the Horizon for Tracking Maritime Obstacles”, Ocean Systems Engineering, Vol. 15, No. 2, pp. 219-239, 2025.06.30
7. 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, pp. 120659.1-20, 2025.04.30
6. Dong-Guen Jeong, Myung-Il Roh, In-Chang Yeo, Ki-Su Kim, Jun-Sik Lee, “A Route Planning Method for Small Ships in Coastal Areas Based on Quadtree”, International Journal of Naval Architecture and Ocean Engineering, Vol. 17, pp. 100647.1-17, 2025.02.03
5. Ha-Yun Kim, Myung-Il Roh, Hye-Won Lee, In-Chang Yeo, Yeong-Min Jo, Ji-Sang Ha, Nam-Sun Son, “A Hybrid Tracking Method for Maritime Obstacles Using Sensor Data”, Ocean Engineering, Vol. 312, Part 2, 2024.09.16
4. 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, pp. 100596.1-12, 2024.05.08
3. Do-Hyun Chun, Myung-Il Roh, In-Chang Yeo, Hye-Won Lee, “Proposed Method for Design Optimization of LNG Tanks Based on the Arrangement of Thermal Insulation Panels”, Ocean Engineering, Vol. 288, Part 2, pp. 116063.1-14, 2023.11.15
2. In-Chang Yeo, Myung-Il Roh, Do-Hyun Chun, Seok-Ho Jang, Jae Won Heo, “Optimal Arrangement Design of Pipeline Support by Considering Safety and Production Cost”, International Journal of Naval Architecture and Ocean Engineering, Vol. 15, pp. 100531, 2023.05.10
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