• Title/Summary/Keyword: collision Avoidance

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Event-Triggered NMPC-Based Ship Collision Avoidance Algorithm Considering COLREGs (국제해상충돌예방규칙을 고려한 Event Triggered NMPC 기반의 선박 충돌 회피 알고리즘)

  • Yeongu Bae;Jaeha Choi;Jeonghong Park;Miniu Kang;Hyejin Kim;Wonkeun Yoon
    • Journal of the Society of Naval Architects of Korea
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    • v.60 no.3
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    • pp.155-164
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    • 2023
  • About 75% of vessel collision accidents are caused by human error, which causes enormous economic loss, environmental pollution, and human casualties, thus research on automatic collision avoidance of vessels is being actively conducted. In addition, vessels must comply with the COLREGs rules stipulated by IMO when performing collision avoidance with other vessels in motion. In this study, the collision risk was calculated by estimating the position and velocity of other vessels through the Probabilistic Data Association Filter (PDAF) algorithm based on RADAR sensor data. When a collision risk is detected, we propose an event-triggered Nonlinear Model Predict Control (NMPC) algorithm that geometrically creates waypoints that satisfy COLREGs and follows them. To verify the proposed algorithm, simulations through MATLAB are performed.

A Novel Collision Avoidance System to Prevent Navigator's Human Error - Development Concepts - (해기사 인적오류 예방이 가능한 새포운 선박충돌회피 시스템 개발 개념)

  • Yim, Jeong-Bin
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2019.11a
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    • pp.264-264
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    • 2019
  • The purpose of this paper is to establish development concepts for a novel collision avoidance system with preventing function of navigator's human error (Hu-CAS) in ship control behaviors. Hu-CAS consists of four modules: 1) collision risk assessment module to estimate collision priority between the ship and objects, 2) decision-making module to decide collision risk levels, 3) parameter estimation module needed in the ship control to avoid collisions and 4) control system to control the rudder angle and speed. Hu-CAS, proposed in this paper, can provide a novel system substitution current Autopilot and/or a CAS be teen manned vessel and Autonomous ship in a future.

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Dynamic Obstacle Avoidance of a Mobile Robot Using a Collision Vector (충돌 벡터를 이용한 이동로봇의 동적 장애물 회피)

  • Seo, Dae-Geun;Lyu, Eun-Tae;Lee, Jang-Myung
    • Journal of Institute of Control, Robotics and Systems
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    • v.13 no.7
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    • pp.631-636
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    • 2007
  • An efficient obstacle avoidance algorithm is proposed in this paper to avoid dynamic obstacles using a collision vector while a tele-operated mobile robot is moving. For the verification of the algorithm, an operator watches through a monitor and controls the mobile robot with a force-reflection joystick. The force-reflection joystick transmits a virtual force to the operator through the Inter-net, which is generated by an adaptive impedance algorithm. To keep the mobile robot safe from collisions in an uncertain environment, the adaptive impedance algorithm generates the virtual force which changes the command of the operator by pushing the operator's hand to a direction to avoid the obstacle. In the conventional virtual force algorithm, the avoidance of moving obstacles was not solved since the operator cannot recognize the environment realistically by the limited communication bandwidth and the narrow view-angle of the camera. To achieve the dynamic obstacle avoidance, the adaptive virtual force algorithm is proposed based on the collision vector that is a normal vector from the obstacle to the mobile robot. To verify the effectiveness of the proposed algorithm, mobile robot navigation experiments with multiple moving obstacles have been performed, and the results are demonstrated.

A Study on Factors Influencing Mariners' Decision-Making In the Situation of Collision Avoidance (피항 과정에서 항해사의 의사결정에 영향을 미치는 요인에 관한 연구)

  • Park, Jung-Sun;Yea, Beong-Deok
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2009.10a
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    • pp.119-120
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    • 2009
  • It has been reported that most accidents are caused by human factors. and especially collisions occurred by human are more than 80 percent. Thus we have to understand how mariners generally deal the own operating ship to avoid the target ship. what information they require. and so on. The aim of this paper is to clarify the important factors influencing mariners' decision-making in the situation of collision avoidance. As a result, main factors in each process for collision avoidance were analyzed.

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Object-aware Depth Estimation for Developing Collision Avoidance System (객체 영역에 특화된 뎁스 추정 기반의 충돌방지 기술개발)

  • Gyutae Hwang;Jimin Song;Sang Jun Lee
    • IEMEK Journal of Embedded Systems and Applications
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    • v.19 no.2
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    • pp.91-99
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    • 2024
  • Collision avoidance system is important to improve the robustness and functional safety of autonomous vehicles. This paper proposes an object-level distance estimation method to develop a collision avoidance system, and it is applied to golfcarts utilized in country club environments. To improve the detection accuracy, we continually trained an object detection model based on pseudo labels generated by a pre-trained detector. Moreover, we propose object-aware depth estimation (OADE) method which trains a depth model focusing on object regions. In the OADE algorithm, we generated dense depth information for object regions by utilizing detection results and sparse LiDAR points, and it is referred to as object-aware LiDAR projection (OALP). By using the OALP maps, a depth estimation model was trained by backpropagating more gradients of the loss on object regions. Experiments were conducted on our custom dataset, which was collected for the travel distance of 22 km on 54 holes in three country clubs under various weather conditions. The precision and recall rate were respectively improved from 70.5% and 49.1% to 95.3% and 92.1% after the continual learning with pseudo labels. Moreover, the OADE algorithm reduces the absolute relative error from 4.76% to 4.27% for estimating distances to obstacles.

A Collision Avoidance Scheme for Redundant Robot Manipulators (여유자유도를 갖는 로보트 머니퓰레이터의 충돌회피)

  • Lee, Jae-Man;Choi, Young-Kiu;Hwang, Chang-Sun
    • Proceedings of the KIEE Conference
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    • 1991.11a
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    • pp.409-411
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    • 1991
  • This paper presents a collision avoidance scheme for redundant robot manipulators based on the Configuration Control Scheme. We set a center line through the free space. And we use the redundancy to put the robot links, around the center line as close as possible to avoid the collision with obstacles. Computer simulation shows the effectiveness of this approach.

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V2P Communications for Safety

  • Eyobu, Odongo Steven;Joo, Jhihoon;Han, Dong Seog
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2015.07a
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    • pp.13-16
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    • 2015
  • In any mobile ad hoc environment, collision amongst mobile objects is always likely to occur unless there is a certain level of intelligence to detect and avoid the collision. This phenomenon of detection and avoidance is the key attribute for safety applications in vehicle to pedestrian (V2P) communications systems. In this paper, we propose a V2P communications concept for collision detection and avoidance.

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A Study on Collision Avoidance and Priority Control Scheme for Cells in Frames

  • Park, Chun-Kwan;Jeon, Byung-Chun
    • Journal of IKEEE
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    • v.2 no.1 s.2
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    • pp.114-121
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    • 1998
  • This paper proposed a collision avoidance scheme to improve the network performance and priority control scheme to support real-time ATM applications in CIF(Cells in Frames), which carries ATM cells over existing Ethernet interfaces. The proposed scheme has optimized for the two nodes Ethernet, that is a typical CIF network, and doesn't require any hardware modification of existing Ethernet interface card. The collision avoidance scheme gives fair access opprtunities with minimized contention to the nodes by assigning different inter-frame gap to each element of CIF network. The priority control scheme guarantees preemptive transmission of real-time frames to the medium by exchanging queuing status information between two nodes. Therefore in this paper it is shown that CIF network which has both the collision avoidance scheme of MAC layer and the priority control scheme of CIF layer has a improved network performance and supports real-time ATM applications efficiently.

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Quantitative Evaluation of the Collision-Avoidance Capability of Maritime Autonomous Surface Ships Using FMSS (FMSS를 이용한 자율운항선박 충돌회피능력 정량화 평가 기법에 관한 연구)

  • Bae, Seok-Han;Jung, Min;Jang, Eun-Kyu
    • Journal of Navigation and Port Research
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    • v.44 no.6
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    • pp.460-468
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    • 2020
  • Research related to the technology developed for the Maritime Autonomous Surface Ship (MASS) is currently underway. Although one of those core technologies is collision-avoidance technology for ship operators at sea, no research has been done to objectively quantify its effectiveness. Therefore, this study was conducted to develop an evaluation model to examine the collision-avoidance ability of MASS. Ship-control experts performed a ship-handling simulation for each ship encounter type using the Full Mission Ship-handling Simulator (FMSS). We used the resulting data and technical statistics, to develop an evaluation model that utilized FMSS to quantify the operational capability of the collision-avoidance technology. This evaluation model also can be used at sea to assess deck officers' ability to use the technology and to improve and develop other MASS technologies.