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
  • [41] Tunnel Robot Obstacle Avoidance Control Based On Ultrasonic and Vision
    Hu, Xiaorui
    Zhou, Xiaolong
    Guo, Xiaoxue
    Li, Xinpin
    Proceedings of the 2016 4th International Conference on Mechanical Materials and Manufacturing Engineering (MMME 2016), 2016, 79 : 354 - 357
  • [42] Virtual force field based obstacle avoidance and agent based intelligent mobile robot
    Sarkar, Saurabh
    Reynolds, Scott
    Hall, Ernest
    INTELLIGENT ROBOTS AND COMPUTER VISION XXV: ALGORITHMS, TECHNIQUES, AND ACTIVE VISION, 2007, 6764
  • [43] Fuzzy System for Obstacle Detection and Avoidance for Mobile Robot
    Andrade, Alexsandra Oliveira
    Almeida Silva, Tharcio Thalles
    Gomes, Iago Pacheco
    Goncalves, Luiz Marcos G.
    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
  • [44] Fuzzy Logic Controller for Obstacle Avoidance of Mobile Robot
    Singh, Rajmeet
    Bera, Tarun Kumar
    INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION, 2019, 20 (01) : 51 - 62
  • [45] A Robot Manipulator with Adaptive Fuzzy Controller in Obstacle Avoidance
    Sreekumar M.
    Journal of The Institution of Engineers (India): Series C, 2016, 97 (3) : 469 - 478
  • [46] Obstacle Avoidance using Fuzzy Controller for Unicycle Robot
    Oultiligh, Ahmed
    Ayad, Hassan
    Pozna, Claudiu
    Mogan, Gheorghe
    ELbouzekraoui, Mohammed
    Elkari, Badr
    2020 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND DIAGNOSIS (ICCAD), 2020, : 237 - 242
  • [47] Fuzzy logic techniques for mobile robot obstacle avoidance
    Reignier, Patrick
    Robotics and Autonomous Systems, 1994, 12 (3-4) : 143 - 153
  • [48] Experimental Study of Rehabilitation Robot System Based on Hierarchical Intelligent Control
    Wang, Lan
    Li, Hailong
    Chen, Heng
    Sui, Yin
    Meng, Hao
    2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 2701 - 2704
  • [49] A Study on Obstacle Avoidance of Mobile Robot
    Nguyen, Van-Quyet
    Oh, Se-Bong
    Ro, Hyen-Chul
    Cho, Chang-Jae
    Han, Sung-Hyun
    2008 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS, VOLS 1-4, 2008, : 2052 - +
  • [50] Obstacle recognition and collision avoidance of a fish robot based on fuzzy neural networks
    Na, Seung Y.
    Shin, Daejung
    Kim, Jin Y.
    Baek, Seong-Joon
    Min, So Hee
    FUZZY INFORMATION AND ENGINEERING, PROCEEDINGS, 2007, 40 : 337 - +