Design of Two-stage Fuzzy Controller for Mobile Robot Using Vision Navigation

被引:0
|
作者
Chang Le [1 ]
Liu Zhenghua [1 ,2 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[2] Beihang Univ, Sci & Technol Aircraft Control Lab, Beijing 100191, Peoples R China
关键词
autonomous mobile robot; visual navigation; fuzzy control; path planning; trajectory tracking;
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
Aiming at the requests of path planning in dynamic environment, real-time obstacle avoidance and trajectory tracking, a new twin-stage fuzzy controller is proposed. The controller uses the three-dimensional coordinate information obtained by robot's built-in binocular vision system, and finally achieves the two goals of path planning and trajectory tracking. First, establish the dynamic model of robots, and propose a new idea to locate the robot; Second, design the algorithm of path planning and the control discipline of robot's trajectory tracking based on fuzzy logic, and then complete the path planning and tracking meanwhile; Third, realize the robot's real-time obstacle avoidance by the method of fuzzy logic. The simulation analyzes the effectiveness and stableness of the fuzzy control logic used in the two sections above. Finally, verify the stableness of the controller by the self-made binocular moving robot platform. The result demonstrates that, the proposed tracking algorithm and control method can achieve the goal of dynamic path planning and real-time obstacle avoidance very well.
引用
收藏
页码:872 / 877
页数:6
相关论文
共 50 条
  • [1] Two-stage fuzzy logic-based controller for mobile robot navigation
    Dupre, Mike
    Yang, Simon X.
    [J]. IEEE ICMA 2006: PROCEEDING OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-3, PROCEEDINGS, 2006, : 745 - +
  • [2] Mobile Robot Navigation Using Open Computer Vision with Fuzzy Controller
    Gonzales, Julirose
    Taha, Zahari
    [J]. JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2008, 12 (04) : 336 - 341
  • [3] Mobile Robot Navigation using Fuzzy Logic Controller
    Raguraman, S. M.
    Tamilselvi, D.
    Shivakumar, N.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, COMMUNICATION AND ENERGY CONSERVATION INCACEC 2009 VOL 1, 2009, : 236 - +
  • [4] Design of a two-stage adaptive fuzzy controller
    Lee, G. H.
    Taur, J. S.
    Tao, C. W.
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 4959 - +
  • [5] Two-stage fuzzy navigation control of a vision-based intelligent shopping service robot
    Shieh, MY
    Chan, YH
    Cheng, CP
    Hsieh, JC
    [J]. IECON 2004 - 30TH ANNUAL CONFERENCE OF IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOL. 1, 2004, : 430 - 435
  • [6] Design and Implementation of Fuzzy and Neuro-Fuzzy controller for Mobile Robot Navigation
    Borole, Bhagyashree P.
    Jadhav, Sharad P.
    Waje, Poonam
    [J]. 2016 IEEE 7TH POWER INDIA INTERNATIONAL CONFERENCE (PIICON), 2016,
  • [7] Indoor Navigation of Mobile Robot Using Fuzzy Logic Controller
    Johnson, Joe
    Godwin, Jesu D.
    [J]. 2015 3rd International Conference on Signal Processing, Communication and Networking (ICSCN), 2015,
  • [8] Design of mobile robot navigation controller using neuro-fuzzy logic system
    Mishra, Divyendu Kumar
    Thomas, Aby
    Kuruvilla, Jinsa
    Kalyanasundaram, P.
    Prasad, K. Ramalingeswara
    Haldorai, Anandakumar
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2022, 101
  • [9] Design of Fuzzy Based Intelligent Controller for Autonomous Mobile Robot Navigation
    Adhvaryu, Aniket D.
    Adarsh, S.
    Ramchandran, K. I.
    [J]. 2017 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2017, : 841 - 846
  • [10] Design and synthesis of mobile robot controller using fuzzy
    Islam, Md. Shabiul
    Azim, Md. Anwarul
    Jahan, Md. Saukat
    Othman, Masuri
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SEMICONDUCTOR ELECTRONICS, PROCEEDINGS, 2006, : 825 - +