• Title/Summary/Keyword: 선박설계 시각화

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A Study on the Development of YOLO-Based Maritime Object Detection System through Geometric Interpretation of Camera Images (카메라 영상의 기하학적 해석을 통한 YOLO 알고리즘 기반 해상물체탐지시스템 개발에 관한 연구)

  • Kang, Byung-Sun;Jung, Chang-Hyun
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.28 no.4
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    • pp.499-506
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    • 2022
  • For autonomous ships to be commercialized and be able to navigate in coastal water, they must be able to detect maritime obstacles. One of the most common obstacles seen in coastal area are the farm buoys. In this study, a maritime object detection system was developed that detects buoys using the YOLO algorithm and visualizes the distance and bearing between buoys and the ship through geometric interpretation of camera images. After training the maritime object detection model with 1,224 pictures of buoys, the precision of the model was 89.0%, the recall was 95.0%, and the F1-score was 92.0%. Camera calibration had been conducted to calculate the distance and bearing of an object away from the camera using the obtained image coordinates and Experiment A and B were designed to verify the performance of the maritime object detection system. As a result of verifying the performance of the maritime object detection system, it can be seen that the maritime object detection system is superior to radar in its short-distance detection capability, so that it can be used as a navigational aid along with the radar.

항로표지 시뮬레이터의 항로표지 가시화 속성 구현

  • Kim, Jong-Uk;Ji, Hyeong-Min;Yu, Yong-Su;Han, Ju-Seop;Choe, Su-Bong
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2014.06a
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    • pp.152-154
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    • 2014
  • 우리나라 항만 입출항 통항 선박의 대형화, 고속화에 따른 해양안전사고가 증가하고 있어 항만 연안 해역에서의 해상교통안전 확보가 절실히 요구되고 있는 실정으로, 최근 국제항로표지협회(IALA)에서 항로표지 설계와 배치계획에 대한 의사결정을 지원할 수 있는 항로표지 전문 기능 시뮬레이터의 개발과 주요 항로의 항로표지 설계 및 계획 등을 검증할 수 있는 시스템 필요성을 제기하였다. 우리나라 주요 항로의 항로표지 설계와 적정 배치 여부 등을 검증하고 보완할 수 있는 시뮬레이션 시스템에 대한 개발이 진행되고 있다. 항로표지 3D 모델에 대한 항로표지 종류별, 속성별 세부사항을 검토하여 다양한 조합이 가능하도록 DB를 구성하였다. 항로표지 3D 모델링 작업데이터에 대하여 각 항로표지 시설물별 조합 경우의 수를 고려하여 다양한 조합이 가능하도록 DB 분류작업을 수행하였으며 항로표지별 폴리건수에 따른 샘플형상을 비교하여 시인성이 양호한 최소한의 폴리건 수(안) 제시하는 등 항로표지 시뮬레이션을 위한 항로표지 3D 구현 방식을 검토하였다.

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Underwater Drone Development for Ship Inspection Part 2: Monitoring System and Operation (선박 검사 수중 드론 개발 Part 2: 모니터링 시스템 및 운용)

  • Ha, Yeon-Chul;Kim, Jin-Woo;Kim, Goo;Jeong, Kyeong-Taek;Choi, Hyun-Deuk
    • Journal of the Institute of Convergence Signal Processing
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    • v.21 no.3
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    • pp.133-141
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    • 2020
  • In this paper, the communication method of data information accepted by underwater drones and the implementation method to console display of data information were described, and the function of integrated monitoring system interface and the design and implementation of sonar interface were explained. The operation and posture of underwater drones can be controlled using a controller connected to the console, and the distance information between underwater drones and obstacles is obtained from sonar so that they can be visually displayed on the console screen along with camera images. The integrated monitoring navigation console is implemented to suit improvements, making it convenient and easy for workers to use. In addition, by upgrading integrated monitoring and control software functions, the company added user-specific project management functions and the output of reports for hull inspection to make them different and competitive from other underwater drones.

A Development of Welding Information Management and Defect Inspection Platform based on Artificial Intelligent for Shipbuilding and Maritime Industry (인공지능 기반 조선해양 용접 품질 정보 관리 및 결함 검사 플랫폼 개발)

  • Hwang, Hun-Gyu;Kim, Bae-Sung;Woo, Yun-Tae;Yoon, Young-Wook;Shin, Sung-chul;Oh, Sang-jin
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.2
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    • pp.193-201
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    • 2021
  • The welding has a high proportion of the production and drying of ships or offshore plants. Non-destructive testing is carried out to verify the quality of welds in Korea, radiography test (RT) is mainly used. Currently, most shipyards adopt analog-type techniques to print the films through the shoot of welding parts. Therefore, the time required from radiography test to pass or fail judgment is long and complex, and is being manually carried out by qualified inspectors. To improve this problem, this paper covers a platform for scanning and digitalizing RT films occurring in shipyards with high resolution, accumulating them in management servers, and applying artificial intelligence (AI) technology to detect welding defects. To do this, we describe the process of designing and developing RT film scanning equipment, welding inspection information integrated management platform, fault reading algorithms, visualization software, and testing and verification of each developed element in conjunction.