Fuzzy-PID Hybrid Controller for mobile robot using point cloud and low cost depth sensor

被引:0
|
作者
Salhi, Khaled [1 ]
Alimi, Adel M. [1 ]
机构
[1] Univ Sfax, Natl Engn Sch Sfax, REGIM REs Grp Intelligent Machines, Sfax 3038, Tunisia
关键词
Proportional Integral Derivative controller; Fuzzy Logic Controller; Point Cloud; Kinect; Irobot Create robot;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In mobile robots, motion control systems play an important role to assume trajectory planning and obstacle avoidance. Proportional-Integral- Derivative (PID) controllers are the most popular controller used in industrial control systems including mobile robots. The PID controller is developed based on the linear control theory but it gives inconsistent performance for different condition. In order to overcome this problem, we propose a Fuzzy-tuned PID controller in which the PID parameters are learned, adapted and changed thanks to the fuzzy system. The PID inputs are given by the Kinect sensor after being processed by the point cloud library. The effectiveness of this method is evaluated experimentally in real time using the mobile robot iRobot Create.
引用
收藏
页码:92 / 97
页数:6
相关论文
共 50 条
  • [1] Autonomous Mobile Robot Obstacle Avoidance Using Fuzzy-PID Controller in Robot's Varying Dynamics
    Aqeel-Ur-Rehman
    Cai, Chenxiao
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 2182 - 2186
  • [2] Hybrid Fuzzy PID Controller Design for a Mobile Robot
    Wang, Teng-Yi
    Chang, Chia-Der
    PROCEEDINGS OF 4TH IEEE INTERNATIONAL CONFERENCE ON APPLIED SYSTEM INNOVATION 2018 ( IEEE ICASI 2018 ), 2018, : 650 - 653
  • [3] A novel hybrid Fuzzy-PID controller for tracking control of robot manipulators
    Ravari, A. R. Norouzzadeh
    Taghirad, H. D.
    2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-4, 2009, : 1625 - +
  • [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
    INTERNATIONAL JOURNAL OF FUZZY LOGIC AND INTELLIGENT SYSTEMS, 2018, 18 (03) : 220 - 228
  • [5] The Control System Modeling of Winder with Hybrid Fuzzy-PID Controller
    Cazac, Vadim
    Nuca, Ilie
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE AND EXPOSITION ON ELECTRICAL AND POWER ENGINEERING (EPE 2016), 2016, : 492 - 497
  • [6] Aircraft Dynamics Using Fuzzy-PID Controller Design
    Rasheed, Abdur
    2018 INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2018,
  • [7] Gait Control of A Four-legged Robot with Fuzzy-PID Controller
    Kunha, Arphakorn
    Phunopas, Amornphun
    Jitviriya, Wisanu
    PROCEEDINGS OF THE 2020 INTERNATIONAL CONFERENCE ON ARTIFICIAL LIFE AND ROBOTICS (ICAROB2020), 2020, : 514 - 518
  • [8] TRAJECTORY ANGLE CONTROL OF FISH-LIKE ROBOT MOTION BY USING FUZZY-PID CONTROLLER
    Hooshmand, Rahmat-Allah
    Nasiri, Ali Akbar
    Ataei, Mohammad
    INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2012, 27 (02): : 163 - 176
  • [9] The application of improved fuzzy-PID on the control of mobile robot's speed
    Jiang, H. (25692877@qq.com), 1600, Binary Information Press, P.O. Box 162, Bethel, CT 06801-0162, United States (08):
  • [10] A Literature Review on Modelling and Control of Solar-Wind Hybrid System using PID & Fuzzy-PID Controller
    Bhalerao, Bhagyashree
    Khatavkar, V. V.
    2018 INTERNATIONAL CONFERENCE ON RECENT INNOVATIONS IN ELECTRICAL, ELECTRONICS & COMMUNICATION ENGINEERING (ICRIEECE 2018), 2018, : 2416 - 2421