Fuzzy logic PD controller for trajectory tracking of an autonomous differential drive mobile robot (i.e. Quanser Qbot)

被引:18
|
作者
Alouache, Ali [1 ]
Wu, Qinghe [1 ]
机构
[1] Beijing Inst Technol, Beijing, Peoples R China
关键词
Trajectory tracking; Wheeled mobile robot; Fuzzy PD controller; Quanser Qbot; Takagy - Sugeno fuzzy inference;
D O I
10.1108/IR-07-2017-0128
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Purpose-The aim of this paper is to propose a robust robot fuzzy logic proportional-derivative (PD) controller for trajectory tracking of autonomous nonholonomic differential drive wheeled mobile robot (WMR) of the type Quanser Qbot. Design/methodology/approach -Fuzzy robot control approach is used for developing a robust fuzzy PD controller for trajectory tracking of a nonholonomic differential drive WMR. The linear/angular velocity of the differential drive mobile robot are formulated such that the tracking errors between the robot's trajectory and the reference path converge asymptotically to zero. Here, a new controller zero-order Takagy-Sugeno trajectory tracking (ZTS-TT) controller is deduced for robot's speed regulation based on the fuzzy PD controller. The WMR used for the experimental implementation is Quanser Qbot which has two differential drive wheels; therefore, the right/ left wheel velocity of the differential wheels of the robot are worked out using inverse kinematics model. The controller is implemented using MATLAB Simulink with QUARC framework, downloaded and compiled into executable (.exe) on the robot based on the WIFI TCP/IP connection. Findings-Compared to other fuzzy proportional-integral-derivative (PID) controllers, the proposed fuzzy PD controller was found to be robust, stable and consuming less resources on the robot. The comparative results of the proposed ZTS-TT controller and the conventional PD controller demonstrated clearly that the proposed ZTS-TT controller provides better tracking performances, flexibility, robustness and stability for the WMR. Practical implications-The proposed fuzzy PD controller can be improved using hybrid techniques. The proposed approach can be developed for obstacle detection and collision avoidance in combination with trajectory tracking for use in environments with obstacles. Originality/ value-A robust fuzzy logic PD is developed and its performances are compared to the existing fuzzy PID controller. A ZTS-TT controller is deduced for trajectory tracking of an autonomous nonholonomic differential drive mobile robot (i.e. Quanser Qbot).
引用
收藏
页码:23 / 33
页数:11
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] LiDAR Based Trajectory-Tracking of an Autonomous Differential Drive Mobile Robot Using Fuzzy Sliding Mode Controller
    Wu, Hsiu-Ming
    Zaman, Muhammad Qomaruz
    [J]. IEEE ACCESS, 2022, 10 : 33713 - 33722
  • [3] Fuzzy Logic Controller for Bidirectional Garaging of a Differential Drive Mobile Robot
    Mitrovic, Srdan T.
    Durovic, Zeljko M.
    [J]. ADVANCED ROBOTICS, 2010, 24 (8-9) : 1291 - 1311
  • [4] FUZZY TRAJECTORY TRACKING FOR AN AUTONOMOUS MOBILE ROBOT
    Fernandez Carames, Carlos
    Moreno Rodilla, Vidal
    Curto Diego, Belen
    Vicente Lober, Jose Andres
    [J]. ICINCO 2009: PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL 1: INTELLIGENT CONTROL SYSTEMS AND OPTIMIZATION, 2009, : 359 - 362
  • [5] Optimization of Fuzzy Logic Controller Used for a Differential Drive Wheeled Mobile Robot
    Stefek, Alexandr
    Pham, Van Thuan
    Krivanek, Vaclav
    Pham, Khac Lam
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (13):
  • [6] Trajectory tracking control of a mobile robot using fuzzy logic controller with optimal parameters
    Tolossa, Tesfaye Deme
    Gunasekaran, Manavaalan
    Halder, Kaushik
    Verma, Hitendra Kumar
    Parswal, Shyam Sundar
    Jorwal, Nishant
    Joseph, Felix Orlando Maria
    Hote, Yogesh Vijay
    [J]. ROBOTICA, 2024,
  • [7] An adaptive dynamic controller for autonomous mobile robot trajectory tracking
    Martins, Felipe N.
    Celeste, Wanderley C.
    Carelli, Ricardo
    Sarcinelli-Filho, Mario
    Bastos-Filho, Teodiano F.
    [J]. CONTROL ENGINEERING PRACTICE, 2008, 16 (11) : 1354 - 1363
  • [8] 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
  • [9] Trajectory tracking controller for differential-drive mobile robots
    Montesdeoca, Julio C.
    Santos, Milton C. P.
    Monllor, Matias
    Herrera, Daniel
    Toibero, Marcos
    Carelli, Ricardo
    [J]. 2017 XVII WORKSHOP ON INFORMATION PROCESSING AND CONTROL (RPIC), 2017,
  • [10] Trajectory tracking Control of Differential Drive Mobile Robot based on improved Kinematics Controller algorithm
    Xie, Dongdong
    Wang, Shenquan
    Wang, Yuenan
    [J]. 2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 2675 - 2680