Path planning of robot based on neural network and PSO

被引:0
|
作者
Cheng, Wei-Ming [1 ]
Tang, Zhen-Min [1 ]
Zhao, Chun-Xia [1 ]
Chen, De-Bao [1 ]
机构
[1] AI Lab., Computer Department, Nanjing University of Science and Technology, Nanjing 210094, China
关键词
D O I
暂无
中图分类号
学科分类号
摘要
A new method of neural network and particle swarm algorithm based mobile robot path planning was proposed. With combination of the advantages of wavelet network and RBF network, a four layers neural network was designed. In conventional method, many hidden cells should design for every obstacle according to information of blocks, and the scale of network was very large with many obstacles. So PSO was used to train the parameters of neural network with its character of quick optimization to make the robot respond quickly to the dynamic environment. At last, the effectiveness of the method was proved by simulation experiments of mobile robotic in dynamic and static environments.
引用
收藏
页码:608 / 611
相关论文
共 50 条
  • [41] Design of Path Planning Based Cellular Neural Network
    Cao, Yan
    Zhou, Xiaolan
    Li, Shuai
    Zhang, Feng
    Wu, Xinwei
    Li, Aomei
    Sun, Lei
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 6539 - 6544
  • [42] APSO: An A*-PSO Hybrid Algorithm for Mobile Robot Path Planning
    Huang, Changsheng
    Zhao, Yanpu
    Zhang, Mengjie
    Yang, Hongyan
    IEEE ACCESS, 2023, 11 : 43238 - 43256
  • [43] Path planning method of a humanoid robot based on a home network
    Yu, Jiayuan
    Zhang, Lei
    Bian, Gui-Bin
    Liu, Chenxi
    2019 IEEE 4TH INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS AND MECHATRONICS (ICARM 2019), 2019, : 875 - 880
  • [44] Apple-Picking Robot Picking Path Planning Algorithm Based on Improved PSO
    Gao, Ruilong
    Zhou, Qiaojun
    Cao, Songxiao
    Jiang, Qing
    ELECTRONICS, 2023, 12 (08)
  • [45] Robot Global Path Planning Based on Improved Second-Order PSO Algorithm
    Li, Juan
    Su, Jinyu
    PROCEEDINGS OF 2022 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2022), 2022, : 1761 - 1766
  • [46] PSO-Based Robot Path Planning for Multisurvivor Rescue in Limited Survival Time
    Geng, N.
    Gong, D. W.
    Zhang, Y.
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [47] Multi-target path planning for mobile robot based on improved PSO algorithm
    Lv, Qi
    Yang, Dewei
    PROCEEDINGS OF 2020 IEEE 5TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2020), 2020, : 1042 - 1047
  • [48] Path Planning for Surgery Robot with Bidirectional Continuous Tree Search and Neural Network
    Huang, Rui-Jian
    Bian, Gui-Bin
    Xin, Chen
    Li, Zhen
    Hou, Zeng-Guang
    2019 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2019, : 3302 - 3307
  • [49] Rough level path planning method for a robot using SOFM neural network
    Pulakka, K
    Kujanpaa, V
    ROBOTICA, 1998, 16 : 415 - 423
  • [50] Neural network models based on regularization techniques for off-line robot manipulator path planning
    Karras, DA
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 35 - 39