Ultrasonic sensor based fuzzy-neural control algorithm of obstacle avoidance for mobile robot

被引:0
|
作者
Wang, Hongbo [1 ]
Chen, Chaochao [1 ]
Huang, Zhen [1 ]
机构
[1] Yanshan Univ, Robot Inst, Qinhuangdao 066004, Hebei Prov, Peoples R China
关键词
fuzzy-neural control; network; obstacle avoidance; ultrasonic sensor;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel fuzzy-neural control algorithm to realize obstacle avoidance of a mobile robot. A heuristic fuzzy-neural network is developed based on heuristic fuzzy rules and the Kohonen clustering network. By applying the off-line and unsupervised training method to this network, the pattern mapping relation between ultrasonic sensory input and velocity command is established. This paper describes mechanical design of the mobile robot, the arrangement of ultrasonic sensors, the obstacle avoidance system based on FKCN, classification of obstacle, the control algorithm for obstacle avoidance and training data library. In order to verify the effectiveness of this algorithm, we give the results of simulation in a computer virtual environment.
引用
收藏
页码:824 / +
页数:3
相关论文
共 50 条
  • [31] Adaptive fuzzy control for mobile robot obstacle avoidance based on virtual line path tracking
    Li, Baoguo
    Zhang, Chunxi
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-3, 2006, : 1454 - +
  • [32] Fuzzy System for Obstacle Detection and Avoidance for Mobile Robot
    Andrade, Alexsandra Oliveira
    Almeida Silva, Tharcio Thalles
    Gomes, Iago Pacheco
    Goncalves, Luiz Marcos G.
    [J]. 2019 LATIN AMERICAN ROBOTICS SYMPOSIUM, 2019 BRAZILIAN SYMPOSIUM ON ROBOTICS (SBR) AND 2019 WORKSHOP ON ROBOTICS IN EDUCATION (LARS-SBR-WRE 2019), 2019, : 180 - 185
  • [33] Fuzzy Logic Controller for Obstacle Avoidance of Mobile Robot
    Singh, Rajmeet
    Bera, Tarun Kumar
    [J]. INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION, 2019, 20 (01) : 51 - 62
  • [34] Obstacle Avoidance Strategy of Mobile Robot Based on Wireless Sensor Networks
    Peng, An
    [J]. INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2016, 12 (11) : 10 - 15
  • [35] Control and Obstacle Avoidance of Wheeled Mobile Robot
    Manzoor, Muhammad Farhan
    Wu, Qinghe
    [J]. PROCEEDINGS 7TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE, COMMUNICATION SYSTEMS AND NETWORKS CICSYN 2015, 2015, : 235 - 240
  • [36] A study on the fuzzy control navigation and the obstacle avoidance of mobile robot using camera
    Cho, JT
    Nam, BH
    [J]. SMC 2000 CONFERENCE PROCEEDINGS: 2000 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOL 1-5, 2000, : 2993 - 2997
  • [37] Fuzzy logic control of an obstacle avoidance robot
    Lian, SH
    [J]. FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 1996, : 26 - 30
  • [38] Fuzzy control of humanoid robot for obstacle avoidance
    Wong, Cbing-Chang
    Cheng, Chi-Tai
    Huang, Kai-Hsiang
    Yang, Yu-Ting
    [J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2008, 10 (01) : 1 - 10
  • [39] Mobile Robot Obstacle Avoidance Based on Neural Network with a Standardization Technique
    Farag, Karoline Kamil A.
    Shehata, Hussein Hamdy
    El-Batsh, Hesham M.
    [J]. JOURNAL OF ROBOTICS, 2021, 2021
  • [40] Path Tracking and Obstacle Avoidance of a FPGA-based Mobile Robot (MRTQ) Via Fuzzy Algorithm
    Boroumand, Siavash
    Saboury, Arya
    Ravari, Ali
    Masouleh, Mehdi Tale
    Fakharian, Ahmad
    [J]. 2013 13TH IRANIAN CONFERENCE ON FUZZY SYSTEMS (IFSC), 2013,