• Title/Summary/Keyword: Robot-ship

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Machine Classification in Ship Engine Rooms Using Transfer Learning (전이 학습을 이용한 선박 기관실 기기의 분류에 관한 연구)

  • Park, Kyung-Min
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.27 no.2
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    • pp.363-368
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    • 2021
  • Ship engine rooms have improved automation systems owing to the advancement of technology. However, there are many variables at sea, such as wind, waves, vibration, and equipment aging, which cause loosening, cutting, and leakage, which are not measured by automated systems. There are cases in which only one engineer is available for patrolling. This entails many risk factors in the engine room, where rotating equipment is operating at high temperature and high pressure. When the engineer patrols, he uses his five senses, with particular high dependence on vision. We hereby present a preliminary study to implement an engine-room patrol robot that detects and informs the machine room while a robot patrols the engine room. Images of ship engine-room equipment were classified using a convolutional neural network (CNN). After constructing the image dataset of the ship engine room, the network was trained with a pre-trained CNN model. Classification performance of the trained model showed high reproducibility. Images were visualized with a class activation map. Although it cannot be generalized because the amount of data was limited, it is thought that if the data of each ship were learned through transfer learning, a model suitable for the characteristics of each ship could be constructed with little time and cost expenditure.

Design and Implementation of the Specialized Internet Search Engine for Ship′s Parts Using Method of Mining for the Association Rule Discovery (연관 규칙 탐사 기법을 이용한 선박 부품 전문 검색 엔진의 설계 및 구현)

  • 하창승;윤병수;성창규;김종화;류길수
    • Proceedings of the Korean Society of Marine Engineers Conference
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    • 2002.05a
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    • pp.225-231
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    • 2002
  • A specialized web search engine is an internet tool for detecting information in finite cyber world. It helps to retrieve necessary information in internet sites quickly In this paper, we design and implement a prototype search engine using method of mining for the association rule discovery. It consists of a search engine part and a search robot part. The search engine uses keyword method and is considered as various user oriented interface. The search robot fetches information related to ship parts n world wide web. The experiments show that our search engine(AISE) is superior to other search engines in collecting necessary informations.

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Evaluation of Mechanical Characteristic of Al Alloy for Ship's Welded with Various Welding Techniques (다양한 용접기술을 적용한 선박용 알루미늄합금의 기계적 특성 평가)

  • Kim, Seong-Jong;Jang, Seok-Ki;Han, Min-Su
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.13 no.3
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    • pp.223-228
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    • 2007
  • This paper investigated on mechanical characteristic of Al alloy for ship's welded with various welding techniques such as TIG, MIG welding and welding by robot. The yield strength, tensile strength and elongation in TIG welding present 83.9%, 64.6% and 21.9% compare to those in base metal, respectively. The MIG welding is carried out with welding eletrode of ER5183 and ER5356. The mechanical characteristics in ER5356 are improved at approximately 2-4% for ER5183. The mechanical properties of 5083O in welding by robot are better than those of 5456-H116.

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Development of Automatic Mark Welding Robot

  • Ryu, Sin-Wook;Kim, Ho-Gu;Lee, Jae-Chang;Kim, Se-Hwan
    • 제어로봇시스템학회:학술대회논문집
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    • 2005.06a
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    • pp.643-648
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    • 2005
  • Generally, ships have marks of various shapes on outside of the hull. Among them, so called "Draft Mark" indicates the distance from the bottom of the keel to the waterline. Draft marks are used to determine the displacement and other properties of the ship for stability and control purposes. These marks are made up of welding bead or sticking the steel plate on outside of the hull. To improve the confidence level of the ship owner, quality and accuracy of the draft mark is very important. So the automatic mark welding robot is used to enable a high quality and accurate manufacturing line. To improve the system portability, the system is divided into two distinct parts, namely mechanical part and control part. Mechanical part is robust, a lightweight, and easy to dismantle. The control part consists of an in-house developed controller, which is based on embedded Linux. Also, the control part consists of power line communication module to ensure the applicability of the controller in manufacturing line. In this paper, the methodologies of control and configuration of the robot are discussed.

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Development of Autonomous Algorithm for Boat Using Robot Operating System (로봇운영체제를 이용한 보트의 자율운항 알고리즘 개발)

  • Jo, Hyun-Jae;Kim, Jung-Hyeon;Kim, Su-Rim;Woo, Ju-Hyun;Park, Jong-Yong
    • Journal of the Society of Naval Architects of Korea
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    • v.58 no.2
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    • pp.121-128
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    • 2021
  • According to the increasing interest and demand for the Autonomous Surface Vessels (ASV), the autonomous navigation system is being developed such as obstacle detection, avoidance, and path planning. In general, autonomous navigation algorithm controls the ship by detecting the obstacles with various sensors and planning path for collision avoidance. This study aims to construct and prove autonomous algorithm with integrated various sensor using the Robot Operating System (ROS). In this study, the safety zone technique was used to avoid obstacles. The safety zone was selected by an algorithm to determine an obstacle-free area using 2D LiDAR. Then, drift angle of the ship was controlled by the propulsion difference of the port and starboard side that based on PID control. The algorithm performance was verified by participating in the 2020 Korea Autonomous BOAT (KABOAT).

Development of Remote Control Ship for Acquisition of Underwater Information (수중정보 획득을 위한 무인원격선체 개발)

  • Choi, Byoung-Gil;Cho, Gwang-Hee
    • Journal of Korean Society for Geospatial Information Science
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    • v.16 no.3
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    • pp.65-69
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    • 2008
  • This study is aimed to develope a remote control ship for acquisition of various underwater information. Remote control ship equipped with GPS, echosounder, sidescan sonar, subbottom profiler. Remote control ship is an automatic system for acquisition of inland water and coast information. For the development of remote control ship, underwater information acquisition of reservoir, dam, polluted area is expected. Also, multibeam echosounder, image sensor, water analysis sensor, etc. could be equipped in one ship. So robot-ship will be applied for the most part of industry managing water resources and preventing the flood by making bed topographic map and estimating water volumes.

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Development of a Wall-climbing Welding Robot for Draft Mark on the Curved Surface (선수미 흘수마크 용접을 위한 벽면이동로봇 개발)

  • Lee, Jae-Chang;Kim, Ho-Gu;Kim, Se-Hwan;Ryu, Sin-Wook
    • Special Issue of the Society of Naval Architects of Korea
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    • 2006.09a
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    • pp.112-121
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    • 2006
  • The vertical displacement of a ship on the basis of the sea level is an important parameter for its stability and control. To indicate the displacement on operating conditions, "draft marks" are carved on the hull of the ship in various ways. One of the methods is welding. The position, shape and size of the marks are specified on the shipbuilding rules by classification societies to be checked by shipbuilders. In most cases, high-skilled workers do the welding along the drawing for the marks and welding bead becomes the marks. But the inaccuracies due to human errors and high labor cost increase the needs for automating the work process of the draft marks. In the preceding work, an indoor robot was developed for automatic marking system on flat surfaces and the work proved that the robot welding was more effective and accurate than manual welding. However, many parts of the hull structure constructed at the outdoor are cowed shapes, which is beyond the capability of the robot developed for the indoor works on the flat surface. The marking on the curved steel surface requiring the 25m elevations is one of the main challenges to the conventional robots. In the present paper, the robot capable of climbing vertical curved steel surfaces and performing the welding at the marked position by effectively solving the problems mentioned earlier is presented.

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An Underwater Inspection System to Detect Hull Defects of a Ship (수중용 선체외판 길함 검사용 장치 개발)

  • Kim, Young-Jin;Cho, Young-June;Lee, Kang-Won;Shon, Woonh-Hee
    • Proceedings of the Korea Committee for Ocean Resources and Engineering Conference
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    • 2006.11a
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    • pp.281-284
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    • 2006
  • After building a ship in a shipyard, there are so many repeated inspection of welding seam defects and painting status before delivering to the ship's owner. An inspection on the bottom part of a ship in commercial service should be done in every two years for the purpose of safety and for the prevention of ship speed deterioration. conventional welding seam inspection systems are rely on the visual inspection by human or the ultrasonic inspection for the selective part of a ship. This paper suggests a remote controlled inspection system for the examination of large ships or steel structures. The proposed system moves in contact with the ship under inspection and have a CCD camera to provide visual-guidance information to a remotely located human worker. Additionally this system utilizes a weld line tracking algorithm for an optimal position control. We verified the effectiveness of the inspection system by experimental data.

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Design and Control of Robot Arm for Inspection and Rescue Operations (재난 탐사 및 구조를 위한 로봇팔 설계 및 제어)

  • Kang, Jin-Il;Choi, Hyeung-Sik;Jun, Bong-Huan;Ji, Dae-Hyeong;Oh, Ji-Yoon;Kim, Joon-Young
    • Journal of Institute of Control, Robotics and Systems
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    • v.22 no.11
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    • pp.888-894
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    • 2016
  • This paper presents the kinematic and dynamic analysis of the robot arm for inspection and rescue operations. The inspection robot arm has Pitch-Pitch-Pitch-Yaw motion for an optimal and stable view of the camera installed at the end of the manipulator. The rescue operation robot arm has Yaw-Pitch-Pitch-Roll motion to handle heavy tools. Additionally, both robot arms are waterproof, as they use the triple-layer O-ring. Furthermore, the dynamic equation including the damping force due to the mechanical seal for waterproofness was derived by using the Newton-Euler method. A control system using the ARM processor was developed and introduced in this paper, and its performance was verified through experiments.

Finite Element Analysis of CFRP Frame under Launch and Recovery Conditions for Subsea Walking Robot, Crabster (다관절 복합이동 해저로봇에 적용된 탄소섬유 복합소재 프레임에 대한 진수 및 인양 조건에서의 구조해석)

  • Yoo, Seong-Yeol;Jun, Bong-Huan;Shim, Hyungwon;Lee, Pan-Mook
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.38 no.4
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    • pp.419-425
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    • 2014
  • This study applied finite element analysis (FEA) to the body frame of the 200-meter class multi-legged subsea walking robot known as Crabster (CR200). The body frame of the CR200 is modeled after the ribcage of a human so that it can disperse applied external loads. It is made of carbon-fiber-reinforced plastic (CFRP). Therefore, the frame is lighter and stronger than it would be if it were made of other conventional materials. In order to perform FEA for the CFRP body frame, we applied the material properties of the CFRP as obtained from a specimen test to an FE model of CFRP frame. Finally, we performed FEA with respect to the load conditions encountered when the robot is launched into and recovered from the sea. Also, we performed FEA for the frame, assuming that it was fabricated using a conventional material, in order to compare its characteristics with CFRP.