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Abstract Classification societies around the world have a wide range of regulations for the safe operation of ships, and in recent years, these have become increasingly detailed. Because the regulations are vast and complex, it is difficult to obtain the desired results through keyword-based searches alone. As a result, it takes a lot of time to analyze all the regulations. In addition, users unfamiliar with regulatory terminology may need to learn the exact keywords to use to get the information. Therefore, this study proposed a search method to enable effective searching of the regulations. The proposed method preprocesses the regulations, converts them to a searchable form, computes their semantic similarity to the user search query, and serves the regulations with the highest similarity as answers. By extracting basic elements such as strings from the regulations in the PDF file, we built a dataset that can represent features such as hierarchical relationships within documents. We selected the final model for the efficient search by comparing and analyzing natural language processing (NLP) models for the semantic similarity-based search of the dataset and query for search. The proposed method was applied to the regulations of the Korean Register (KR-Rules), and the results show that it can provide users with rules that show high semantic similarity to the query in a short time.
Publication Date 2024-09-10

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


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
516 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
» 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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