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Abstract In this study, we implemented learning-based and hybrid methodologies for maritime obstacle tracking leveraging RADAR (RAdio Detection And Ranging) data. The learning-based method employs a deep learning
algorithm to predict the state of the obstacle. It is compared with the EKF-based method, which utilizes an extended Kalman filter extensively used in obstacle tracking. Moreover, we propose a hybrid method that
combines the strengths of both the learning-based and EKF-based methods to compensate for their respective shortcomings. Experimental RADAR data from field tests were utilized for validation, illustrating that
the hybrid method improves tracking accuracy compared to the EKF-based approach.
Publication Date 2024-06-17
Ha-Yun Kim, Myung-Il Roh, Jisang Ha, In-Chang Yeo, Nam-Sun Son, "A Learning-based Method for Tracking Maritime Obstacles in Real-time", Proceedings of ISOPE 2024, Rhodos, Greece, 2024.06.16-21

List of Articles
번호 분류 제목 Publication Date
519 Domestic Conference 전도현, 노명일, "블록 리프팅을 위한 강화 학습 기반 해상 크레인 제어", 2024년도 대한조선학회 춘계학술발표회, 제주, p. 475, 2024.05.23-25 file 2024-05-24
518 International Conference Min-Chul Kong, Myung-Il Roh, In-Su Han, Mijin Kim, Jeoungyoun Kim, "A Method for Pipe Auto-routing Using Graph and Octree Structure", Proceedings of G-NAOE 2024, Southampton, UK, 2024.11.05-09 2024-11-05
517 Domestic Conference 공민철, 노명일, 한인수, 최성원, 김미진, 김정연, "P&ID 변환 그래프를 이용한 선박 배관의 자동 배치 방법", 2024년도 대한조선학회 춘계학술발표회, 제주, p. 596, 2024.05.23-25 file 2024-05-24
» International Conference Ha-Yun Kim, Myung-Il Roh, Jisang Ha, In-Chang Yeo, Nam-Sun Son, "A Learning-based Method for Tracking Maritime Obstacles in Real-time", Proceedings of ISOPE 2024, Rhodos, Greece, 2024.06.16-21 file 2024-06-17
515 Domestic Conference 김하연, 노명일, 여인창, 김윤식, 손남선, "카메라 및 레이더를 이용한 해상 장애물의 추적 방법", 2024년도 대한조선학회 춘계학술발표회, 제주, pp. 460-461, 2024.05.23-25 file 2024-05-24
514 International Conference In-Su Han, Myung-Il Roh, Min-Chul Kong, Jeongyoul Lee, Seoyoon Park, "A Search Method for Ship Regulations Considering Document Features", Proceedings of ICCAS 2024, Genoa, Italy, 2024.09.10-12 2024-09-10
513 Domestic Conference 한인수, 노명일, 공민철, 최성원, "P&ID 내 장비 및 배관의 연결 관계를 고려한 그래프 변환 방법", 2024년도 대한조선학회 춘계학술발표회, 제주, p. 597, 2024.05.23-25 file 2024-05-24
512 International Conference Jin-Hyeok Kim, Myung-Il Roh, In-Chang Yeo, "A Method for the Automatic Generation of Hull Form Surfaces Based on MLP (Multi-Layer Perceptron) Considering Design Requirements", Proceedings of G-NAOE 2024, Southampton, UK, 2024.11.05-09 2024-11-05
511 Domestic Conference 여인창, 노명일, 공민철, 유동훈, 진은석, "LIDAR를 이용한 선박 자동 접이안 방법", 2024년도 대한조선학회 춘계학술발표회, 제주, p. 412, 2024.05.23-25 file 2024-05-24
510 Domestic Conference 김진혁, 노명일, 여인창, "다층 퍼셉트론 (MLP)을 이용한 선형 격자 구조의 자동 변환 방법", 2024년도 대한조선학회 춘계학술발표회, 제주, p. 600, 2024.05.23-25 file 2024-05-24
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