A Real-Time Path Planning Algorithm for AUV in Unknown Underwater Environment Based on Combining PSO and Waypoint Guidance

被引:43
|
作者
Yan, Zheping [1 ]
Li, Jiyun [1 ]
Wu, Yi [1 ]
Zhang, Gengshi [1 ]
机构
[1] Harbin Engn Univ, Coll Automat, Marine Assembly & Automat Technol Inst, Harbin 150001, Heilongjiang, Peoples R China
关键词
path planning; particle swarm optimization; waypoint guidance; autonomous underwater vehicle; forward looking sonar; A-ASTERISK; HYBRID; DIJKSTRA;
D O I
10.3390/s19010020
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
It is a challengeable task to plan multi-objective optimization paths for autonomous underwater vehicles (AUVs) in an unknown environments, which involves reducing travel time, shortening path length, keeping navigation safety, and smoothing trajectory. To address the above challenges, a real-time path planning approach combining particle swarm optimization and waypoint guidance is proposed for AUV in unknown oceanic environments in this paper. In this algorithm, a multi-beam forward looking sonar (FLS) is utilized to detect obstacles and the output data of FLS are used to produce those obstacles' outlines (polygons). Particle swarm optimization is used to search for appropriate temporary waypoints, in which the optimization parameters of path planning are taken into account. Subsequently, an optimal path is automatically generated under the guidance of the destination and these temporary waypoints. Finally, three algorithms, including artificial potential field and genic algorithm, are adopted in the simulation experiments. The simulation results show that the proposed algorithm can generate the optimal paths compared with the other two algorithms.
引用
收藏
页数:14
相关论文
共 50 条
  • [11] Research on real time path planning method for the underwater robot in unknown environment with random shape obstacle
    Duan, Qunjie
    Zhang, Mingjun
    IEEE ICMA 2006: PROCEEDING OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-3, PROCEEDINGS, 2006, : 757 - +
  • [12] A real time path planning algorithm based on local complicated environment
    Zhou, Ziwei
    Li, Changle
    Zhao, Jie
    Xu, Wangbao
    Harbin Gongye Daxue Xuebao/Journal of Harbin Institute of Technology, 2014, 46 (08): : 65 - 71
  • [13] Online real-time path planning for mobile robots based on wireless sensor network under unknown environment
    Xue Han
    Ma Hong-xu
    2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-5, 2007, : 680 - 685
  • [14] Real-Time Path Planning in Unknown Environments for Bipedal Robots
    Hildebrandt, Arne-Christoph
    Klischat, Moritz
    Wahrmann, Daniel
    Wittmann, Robert
    Sygulla, Felix
    Seiwald, Philipp
    Rixen, Daniel
    Buschmann, Thomas
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2017, 2 (04): : 1856 - 1863
  • [15] Real-time vehicle path planning algorithm based on hierarchical decomposition
    Chen, Zewang
    Yuan, Xin
    Nanjing Hangkong Hangtian Daxue Xuebao/Journal of Nanjing University of Aeronautics and Astronautics, 2003, 35 (02): : 193 - 197
  • [16] Real-time Path Planning in Unknown Environment and a Virtual Hill Concept to Escape Local Minima
    Park, Min Gyu
    Lee, Min Cheol
    IECON 2004: 30TH ANNUAL CONFERENCE OF IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOL 3, 2004, : 2223 - 2228
  • [17] Real-time path planning for the robot in known environment
    Duchon, Frantisek
    Hubinsky, Peter
    Babinec, Andrej
    Fico, Tomas
    Hunday, Dominik
    2014 23RD INTERNATIONAL CONFERENCE ON ROBOTICS IN ALPE-ADRIA-DANUBE REGION (RAAD), 2014,
  • [18] Path planning in unknown environment for mobile robots based on improved bayes and PSO
    North China University of Water Resources and Electric Power, Henan, 450045, Zhengzhou, China
    Zhao, K., 1600, Asian Network for Scientific Information (12):
  • [19] RRT-based Path Planning with Kinematic Constraints of AUV in Underwater Structured Environment
    Heo, Young Jin
    Chung, Wan Kyun
    2013 10TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2013, : 523 - 525
  • [20] FPGA Implementation of A* Algorithm for Real-Time Path Planning
    Zhou, Yuzhi
    Jin, Xi
    Wang, Tianqi
    INTERNATIONAL JOURNAL OF RECONFIGURABLE COMPUTING, 2020, 2020