• Title/Summary/Keyword: Vessel Trajectory

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Navigational Anomaly Detection using a Traffic Network Model (교통 네트워크 모델 기반 이상 운항 선박 식별에 관한 연구)

  • Jaeyong Oh;Hye-Jin Kim
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.29 no.7
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    • pp.828-835
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    • 2023
  • Vessel traffic service operators (VTSOs) need to quickly and accurately analyze the maritime traffic situation in the vessel traffic service (VTS) area and provide information to the vessels. However, if traf ic increases rapidly, the workload of VTSOs increases, and they may not be able to provide adequate information. Therefore, it is essential to develop VTSO support technologies that can reduce their workload and provide consistent information. In this paper, we propose a model for automatically detecting abnormal vessels in the VTS area. The proposed model consists of a positional model and a contextual model and is specifically optimized for the traffic characteristics of the target area. The implemented model was tested by using real-world data collected at a test center (Daesan Port VTS). Our experiments confirmed that the model could automatically detect various abnormal situations, and the results were validated through expert evaluation.

Outlier Distinction Algorithm via Vessel Representative Trajectory Extraction (선박 대표 궤적 추출을 통한 Outlier 판별 알고리즘)

  • Park, Jin-Gwan;Oh, Joo-Seong;Kim, Bum-Mu;Jeon, Sung-Min;Lee, Sung-Ro;Jeong, Min-A
    • Proceedings of the Korea Information Processing Society Conference
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    • 2014.11a
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    • pp.102-104
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    • 2014
  • 본 논문은 해상 교통량 증가로 급증하는 선박 사고 위험을 줄이기 위해 안전 운항을 위한 대규모 선박 궤적 클러스터링을 제안한다. 선박의 위도와 경도, 이름 및 상태, 속도, 선수 방향 등이 기록된 대용량의 데이터집합을 바탕으로 선박 궤적 클러스터링을 통해 총 2개의 선박 대표 궤적을 추출한다. 해당 선박의 이전까지의 대표 궤적, 그리고 해당 해상의 모든 선박의 대표 궤적을 추출한 후 현재 해당 선박의 궤적패턴과 비교하여 유사하지 않으면 Outlier로 판별하여 이상 거동 및 불규칙 움직임, 충돌상황을 대비할 수 있도록 의사결정에 도움을 줄 수 있는 알고리즘을 제안하였다.

Reefer Container Monitoring System using Trajectory Information (궤적 정보를 이용한 냉동 컨테이너 모니터링 시스템)

  • Lee, Myung-Jin;Lee, Eung-Jae;Ha, Deok-Cheon;Ryu, Keun-Ho;Baek, Seung-Jae
    • Journal of the Korean Association of Geographic Information Studies
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    • v.8 no.1
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    • pp.23-39
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    • 2005
  • As developing satellite communication, the tracking range of the moving objects which move in local area is expanded to the whole world. However previous logistics management system is able to monitor freight which transporting in local area using mobile communication system. In this paper, we propose the reefer container management system that manages the location information and other related information such as temperature, humidity of container using the satellite system. The proposed system consists of three parts; data collector, satellite communication manager, reefer container information manager. And the proposed system uses the moving object index for managing the trajectory of container and tracing the location of container or vessel that is transporting the container, and supports various services such as reefer container and vessel tracking, container control and container statistics to logistic companies like shipper and forwarding agent. And the system can be increasing the quality of container transportation service to the shipper, and it makes the efficient management of reefer container to the shipping company.

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A Study on Development of Maritime Traffic Assessment Model (해상교통류 평가모델 개발에 관한 연구)

  • Kim, Kwang-Il;Jeong, Jung Sik;Park, Gyei-Kark
    • Journal of the Korean Institute of Intelligent Systems
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    • v.22 no.6
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    • pp.761-767
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    • 2012
  • Maritime traffic assessment is important to understand the characteristics of maritime traffic and to prevent maritime accidents. The maritime traffic assessment can be calculated from the ship trajectory data observed by using AIS(Automatic Identification System). This paper developes a maritime traffic assessment tool using ship's position and speed, course, time data from ships navigating waterways. The results are represented in terms of the number of traffic quantity and traffic distribution, speed distribution, geometric collision candidates. The developed tool will contributes to advance maritime traffic safety by VTS(Vessel Traffic Services).

Composing Recommended Route through Machine Learning of Navigational Data (항적 데이터 학습을 통한 추천 항로 구성에 관한 연구)

  • Kim, Joo-Sung;Jeong, Jung Sik;Lee, Seong-Yong;Lee, Eun-seok
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2016.05a
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    • pp.285-286
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    • 2016
  • We aim to propose the prediction modeling method of ship's position with extracting ship's trajectory model through pattern recognition based on the data that are being collected in VTS centers at real time. Support Vector Machine algorithm was used for data modeling. The optimal parameters are calculated with k-fold cross validation and grid search. We expect that the proposed modeling method could support VTS operators' decision making in case of complex encountering traffic situations.

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Nonlinear Observer Design for Dynamic Positioning Control of a Surface Vessel (선박운동제어를 위한 비선형 관측기 설계)

  • Kim, Y.B.;Jang, J.S.
    • Journal of Power System Engineering
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    • v.16 no.6
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    • pp.79-85
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    • 2012
  • 본 논문에서는 항내에서 저속으로 운동(항해)하는 선박의 운동제어문제에 대해 고려하고 있다. 항내에서는 특히 그 운동속도가 느리므로 일반 항해에서와는 달이 저주파대역에서의 운동특성이 중요하다. 대부분의 중대형선박이 항내에서 터그보트에 의해 접안시설로 이동하게 된다. 이러한 사실을 고려하여 대상선박이 4기의 터그보트에 의해 제어되는 선박의 제어계 설계문제에 대해 고찰하고 있다. 주요 연구내용은 크게 두가지로 구분된다. 첫째 비선형특성이 강하게 포함되어있는 선박운동특성을 고려하여 비선형관측기를 설계한다. 이것은 특히 저주파수 대역에서 선박의 위치와 속도 등 제어신호를 계산하는데 필요한 정보를 추정하는데 유효한 방법으로 잘 알려져 있다. 이를 기반으로 외란 등에 강인한 슬라이딩모드 제어기를 설계한다. 결과적으로 비선형관측기를 포함한 슬라이딩모드제어기의 유용성을 시뮬레이션을 통해 검증하였으며 이 결과는 실험을 위한 유용한 기초자료로 활용될 것이다.

Causal Analysis of a Tugboat Capsizing Accident in Rough Weather Condition Based on a Dynamical Simulation

  • Yoon, Hyeon-Kyu;Kim, Sun-Young;Lee, Gyeong-Joong
    • International Journal of Ocean System Engineering
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    • v.1 no.4
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    • pp.211-221
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    • 2011
  • Tugboats are widely used near harbors to assist with various operations such as the berthing and deberthing of very large vessels and the towing of barges. Capsizing accidents involving tugboats occasionally take place when the tugboat makes rapid turns in harsh weather conditions. When there is little evidence suggesting how the accident occurred and when the crew members are missing, it is necessary to predict the time history of the towing vessel’s attitude and trajectory from its departure point to when and where it capsized, depending on various input parameters using a numerical simulation. In this paper, the dynamics of a tugboat and a towed barge in conjunction with the external force and moment were established, and the possible input parameters and operational scenarios which might influence the large roll motion of the tugboat were identified. As a result of analyzing the simulated time history of the excessive roll motion of the tugboat, it was found that roll motion can take place when the tugboat is situated on the crest of a wave and when it is pulled by a towed barge through a towing line. The main cause of the accident would be the parameters that primarily influence such situations. These are the wave parameters, course changing scenario, and the amount of tension.

Sliding Mode Control with Super-Twisting Algorithm for Surge Oscillation of Mooring Vessel System (슈퍼트위스팅 슬라이딩모드를 이용한 선박계류시스템의 동적제어)

  • Lee, Sang-Do;Lee, Bo-Kyeong;You, Sam-Sang
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.24 no.7
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    • pp.953-959
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    • 2018
  • This paper deals with controlling surge oscillations of a mooring vessel system under large external disturbances such as wind, waves and currents. A control synthesis based on Sliding Mode Control (SMC) with a Super-Twisting Algorithm (STA) has been applied to suppress nonlinear surge oscillations of a two-point mooring system. Despite the advantages of robustness against parameter uncertainties and disturbances for SMC, chattering is the main drawback for implementing sliding mode controllers. First-order SMC shows convergence within the desired level of accuracy, in which chattering is the main obstacle related to the destructive phenomenon. Alternatively, STA completely eliminates chattering phenomenon with high accuracy even for large disturbances. SMC based on STA is an effective tool for the motion control of a nonlinear mooring system because it avoids the chattering problems of a first-order sliding mode controller. In addition, the error trajectories of controlled mooring systems implemented by means of STA form in the bounded region. Finally, the control gain effect of STA can be observed in sliding surface and position trajectory errors.

A Study on the Improvement of Recommended Route in the Vicinity of Wando Island using Support Vector Machine (서포트 벡터 머신을 이용한 완도 인근해역 추천항로 개선안에 관한 연구)

  • Yoo, Sang-Lok;Jung, Cho-Young
    • Journal of Navigation and Port Research
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    • v.41 no.6
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    • pp.445-450
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    • 2017
  • It is necessary to set a route to reflect the traffic flow for the safety of the traffic vessels. This ongoing analysis is needed to ensure that the vessels comply with a route. The purpose of this study is to discover the problems of the recommended route vicinity for Wando Harbor and suggest an improvement plan. We used a support vector machine based on the ship's trajectory to establish an efficient route center line. Since the vessels should navigate to the starboard side, with reference to the center line of the recommended route, the trajectories of the vessels were divided into two clusters. The support vector machine is being used in many fields such as pattern recognition, and it is effective for this binary classification. As a result of this study, about 79.5 % of the merchant eastbound ships in a 2.4 NM distance to Jangjuk Sudo did not observe the recommended route, so the risk of collision always existed. The contraflow traffic rate of the route of the eastbound ships decreased from 79.5 % to 30.9 % when the recommended route was reset about 300 meters to the north, from its present position. The support vector machine applied in this study is expected to be applicable, to effectively set the route center line because the ship trajectories can be classified into two clusters.

A Study on Shifting of Pivoting Point in accordance with Configuration of Ships (선형에 따른 전심의 이동에 관한 연구)

  • 최명식
    • Journal of the Korean Institute of Navigation
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    • v.10 no.2
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    • pp.83-96
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    • 1986
  • In the restricted sea way such as fair way in harbor, narrow channel etc, the safe ship-handling is a very important problem, which is greatly related with turning ability of ships. It is of great importance that ship-handlers can grasp the position of pivoting point varying with time increase at any moment for relevant steering activities. Mean while, in advanced ship-building countries they study and investigated pivoting point related with turning characteristics, hut their main interest lies in ship design, not in safe ship controlling and maneuvering. In this regards it is the purpose of this paper to provide ship-handlers better under standing of pivoting point location together with turning characteristics and then to help them in safe ship-handling by presenting fact that pivoting points vary according to configuration of ships. The author calculated the variation of pivoting point as per time increase for various type of vessels, based on the hydrodynamic derivatives obtained at test of Davidson Laboratory of Stevens Institutes of Technology , New Jersey, U.S.A. The results were classified and investigated according to the magnitude of block coefficient , length-beam ratio, length-draft ratio, rudder area ratio ete, and undermentioned results were obtained. (1) The trajectory of pivoting point due to variation of rudder angle are all the same at any time, though the magenitude of turning circle are changed variously. (2) The moving of pivoting point is affected by the magnitude of block coefficient, length-beam ratio, length-draft ratio, however the effect by rudder area ratio might be disregarded. (3) In controlling and maneuvering of vessels in harbor, ship-handlers might regard that the pivoting point would be placed on 0.2~0.3L forward from center of gravity at initial stage. (4) The pivoting point of VLCC or container feeder vessels which have block coefficient more than 0.8 and length-beam ratio less than 6.5 are located on or over bow in the steady turning. (5) When a vessel intends to avoid some floating obstruction such as buoy forward around her eourse, the ship-handler might consider that the pivoting point would be close by bow in ballast condition and cloase by center of gravity in full-loaded condition.

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