Fuzzy predictive controller for mobile robot path tracking

被引:0
|
作者
Ortega, JG [1 ]
Rubio, FR [1 ]
Camacho, EF [1 ]
机构
[1] Univ Sevilla, Escuela Super Ingenieros, Dpto Ingn Sistemas & Automat, E-41012 Seville, Spain
关键词
mobile robots; fuzzy control; predictive control; path-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
This paper presents a way of implementing a Model Based Predictive Controller (MBPC) for mobile robot path-tracking. The method uses a non-linear model of mobile robot dynamics and thus allows an accurate prediction of the future trajectories. Constraints on the maximum attainable angular velocity is also considered by the algorithm. A fuzzy approach is used to implement the MBPC. The fuzzy controller has been trained using a lookup-table scheme, where the database of fuzzy-rules has been obtained automatically from a set of input-output training patterns, computed with the predictive controller. Experimental results obtained when applying the fuzzy controller to a TRC labmate mobile platform are given in the paper.
引用
收藏
页码:247 / 252
页数:6
相关论文
共 50 条
  • [1] Predictive fuzzy logic controller for trajectory tracking of a mobile robot
    Jiang, XH
    Motai, Y
    Zhu, XQ
    [J]. SMCIA/05: PROCEEDINGS OF THE 2005 IEEE MID-SUMMER WORKSHOP ON SOFT COMPUTING IN INDUSTRIAL APPLICATIONS, 2005, : 29 - 32
  • [2] A predictive controller for object tracking of a mobile robot
    Zhou, Xiaowei
    Angelov, Plamen
    Wang, Chengwei
    [J]. IVCS 2008: PROCEEDINGS OF THE 2ND INTERNATIONAL WORKSHOP ON INTELLIGENT VEHICLE CONTROL SYSTEMS, 2008, : 73 - 82
  • [3] A Smith predictor based generalized predictive controller for mobile robot path-tracking
    Normey-Rico, JE
    Gómez-Ortega, J
    Camacho, EF
    [J]. INTELLIGENT AUTONOMOUS VECHICLES 1998 (IAV'98), 1998, : 153 - 158
  • [4] Design of Fuzzy-PID Controller for Path Tracking of Mobile Robot with Differential Drive
    Tiep, Do Khac
    Lee, Kinam
    Im, Dae-Yeong
    Kwak, Bongwoo
    Ryoo, Young-Jae
    [J]. INTERNATIONAL JOURNAL OF FUZZY LOGIC AND INTELLIGENT SYSTEMS, 2018, 18 (03) : 220 - 228
  • [5] Predictive Controller for Mobile Robot based on Fuzzy logic
    Nguyen Truong Thinh
    Nguyen Trong Tuan
    Le Phan Hung
    [J]. 2016 3RD INTERNATIONAL CONFERENCE ON GREEN TECHNOLOGY AND SUSTAINABLE DEVELOPMENT (GTSD), 2016, : 141 - 144
  • [6] A Fast Fuzzy Path Tracking Controller for Mobile Robots
    Mousavi, Mohsen Ahmadi
    [J]. 2015 3RD RSI INTERNATIONAL CONFERENCE ON ROBOTICS AND MECHATRONICS (ICROM), 2015, : 675 - 680
  • [7] Fuzzy PI controller for mobile robot navigation and tracking
    Yousfi Allagui, Najah
    Ben Halima Abid, Donia
    Derbel, Nabil
    [J]. 2018 15TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS AND DEVICES (SSD), 2018, : 1178 - 1183
  • [8] A Smith-predictor-based generalised predictive controller for mobile robot path-tracking
    Normey-Rico, JE
    Gómez-Ortega, J
    Camacho, EF
    [J]. CONTROL ENGINEERING PRACTICE, 1999, 7 (06) : 729 - 740
  • [9] Self-organizing of Fuzzy Analytic Controller in Mobile Robot Path-Tracking Control
    Kirola, Marijo
    Novakovic, Branko
    [J]. STROJARSTVO, 2009, 51 (01): : 49 - 62
  • [10] Mobile Robot Path Tracking using Fuzzy Logic
    Coman, Daniela
    [J]. PROCEEDINGS OF THE 13TH WSEAS INTERNATIONAL CONFERENCE ON SYSTEMS: RECENT ADVANCES IN SYSTEMS, 2009, : 506 - +