Study on obstacle avoidance for intelligent robot based on hierarchical fuzzy control

被引:0
|
作者
Yang-zhi, Sun [1 ]
Shi-de, Xiao [1 ]
Meng-jie, Hao [1 ]
Shao-fei, Pan [1 ]
机构
[1] Southwest Jiaotong Univ, Sch Mech Engn, Chengdu, Peoples R China
关键词
Intelligent robot; Hierarchical fuzzy control; Obstacle avoidance; Fuzzy rules number; MATLAB Simulation;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Intelligent robot operating autonomously in an unknown environment is an important research hotspot in the field of artificial intelligence, in which the smart avoidance technology has been well focused on. To deal with the issue of excessive input/output variables, slow response and "curse of dimensionality" of traditional fuzzy algorithm, a hierarchical fuzzy controller has been designed. The input variables are grouped into three sub-fuzzy systems of the first layer. Then the output of first layer becomes the resource of second layer's fuzzy controller which eventually puts out the velocity of robot's wheels. Through differential drive of two wheels, the robot achieves the goal of obstacle avoidance efficiently. The MATLAB experimental result shows that the fuzzy rules number has greatly reduced and the hierarchical fuzzy algorithm has advantages of simple calculation, quick response and high precision.
引用
收藏
页码:525 / 528
页数:4
相关论文
共 50 条
  • [31] Motion control for mobile robot obstacle avoidance and navigation: A fuzzy logic-based approach
    Zavlangas, Panagiotis G.
    Tzafestas, Spyros G.
    Systems Analysis Modelling Simulation, 2003, 43 (12): : 1625 - 1637
  • [32] Image processing based obstacle avoidance control for mobile robot by recurrent fuzzy neural network
    Mon, Yi-Jen
    Lin, Chih-Min
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2014, 26 (06) : 2747 - 2754
  • [33] Robot manipulator task control with obstacle avoidance using fuzzy behavior-based strategy
    Dassanayake, P
    Watanabe, K
    Kiguchi, K
    Izumi, K
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2001, 10 (3-4) : 139 - 158
  • [34] Ultrasonic sensor based fuzzy-neural control algorithm of obstacle avoidance for mobile robot
    Wang, Hongbo
    Chen, Chaochao
    Huang, Zhen
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 824 - +
  • [35] Adaptive fuzzy control for mobile robot obstacle avoidance based on virtual line path tracking
    Li, Baoguo
    Zhang, Chunxi
    2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-3, 2006, : 1454 - +
  • [36] Obstacle avoidance control of a mobile robot
    Rausis, K
    Myszkorowski, P
    Longchamp, R
    INTELLIGENT COMPONENTS AND INSTRUMENTS FOR CONTROL APPLICATIONS 1997 (SICICA'97), 1997, : 235 - 240
  • [37] Obstacle Avoidance of Mobile Robot using Fuzzy Logic and Hybrid Obstacle Avoidance Algorithm
    Singh, R.
    Bera, T. K.
    2ND INTERNATIONAL CONFERENCE ON ROBOTICS AND MECHANTRONICS, 2019, 517
  • [38] NAO robot obstacle avoidance based on fuzzy Q-learning
    Wen, Shuhuan
    Hu, Xueheng
    Li, Zhen
    Lam, Hak Keung
    Sun, Fuchun
    Fang, Bin
    INDUSTRIAL ROBOT-THE INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH AND APPLICATION, 2020, 47 (06): : 801 - 811
  • [39] Intelligent vehicle obstacle avoidance strategy application supported by fuzzy control theory
    Wang, Qianqian
    He, Shaolin
    Zhao, Zhu
    Frontiers in Mechanical Engineering, 2024, 10
  • [40] Design of Obstacle Avoidance Algorithm for Submarine Intelligent Robot
    Lu, Xinghua
    Liu, Dalong
    JOURNAL OF COASTAL RESEARCH, 2019, : 162 - 169