VISION-BASED MOBILE ROBOT LEADER-FOLLOWER CONTROL USING MODEL PREDICTIVE CONTROL

被引:2
|
作者
Guo, Tongying [1 ]
Wang, Haichen [1 ]
Liu, Yong [1 ]
Li, Ming [2 ]
Wang, Ying [2 ]
机构
[1] Shenyang Jianzhu Univ, Sch Informat & Control Engn, Shenyang 110168, Liaoning, Peoples R China
[2] Kennesaw State Univ, Dept Mechatron Engn, Marietta, GA 30060 USA
来源
关键词
Mobile robots; leader-follower control; model predictive control; computer vision;
D O I
10.2316/J.2019.206-0231
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Leader-follower control of mobile robots has been an attractive topic in the robotics community. In this paper, a vision-based leader- follower tracking control system is presented using two autonomous mobile robots and model predictive control (MPC). In particular, the follower robot employs a vision sensor and a laser scanner to acquire the distance and orientation information between the leader robot and the follower. Then, the extended Kalman filter algorithm is employed to remove the measurement noise. A vision-based model predictive control (MPC) method for nonholonomic mobile robots is proposed to implement a reliable leader-follower tracking control. The simulation results under different control horizons are provided to validate the proposed control strategy.
引用
收藏
页码:544 / 552
页数:9
相关论文
共 50 条
  • [1] Robust Vision-Based Tube Model Predictive Control of Multiple Mobile Robots for Leader-Follower Formation
    Li, Zhijun
    Yuan, Yuxia
    Ke, Fan
    He, Wei
    Su, Chun-Yi
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 67 (04) : 3096 - 3106
  • [2] Adaptive Vision-Based Leader-Follower Formation Control of Mobile Robots
    Wang, Hesheng
    Guo, Dejun
    Liang, Xinwu
    Chen, Weidong
    Hu, Guoqiang
    Leang, Kam K.
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (04) : 2893 - 2902
  • [3] Vision-Based Localization for Leader-Follower Formation Control
    Mariottini, Gian Luca
    Morbidi, Fabio
    Prattichizzo, Domenico
    Valk, Nicholas Vander
    Michael, Nathan
    Pappas, George
    Daniilidis, Kostas
    [J]. IEEE TRANSACTIONS ON ROBOTICS, 2009, 25 (06) : 1431 - 1438
  • [4] Leader-follower formations: Uncalibrated vision-based localization and control
    Mariottini, Gian Luca
    Morbidi, Fabio
    Prattichizzo, Domenico
    Pappas, George J.
    Daniilidis, Kostas
    [J]. PROCEEDINGS OF THE 2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-10, 2007, : 2403 - +
  • [5] Vision-Based Leader-Follower Formation Control of Multiagents With Visibility Constraints
    Liu, Xiaomei
    Ge, Shuzhi Sam
    Goh, Cher-Hiang
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2019, 27 (03) : 1326 - 1333
  • [6] Mobile robot formation control using a modified leader-follower technique
    Fujimori, Atsushi
    Fujimoto, Takeshi
    Bohacs, Gabor
    [J]. INTEGRATED COMPUTER-AIDED ENGINEERING, 2008, 15 (01) : 71 - 84
  • [7] Brain-Controlled Leader-Follower Robot Formation Based on Model Predictive Control
    Li, Enhua
    Bi, Luzheng
    Chi, Weiming
    [J]. 2020 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM), 2020, : 282 - 287
  • [8] Underwater Robot Formation Control Based on Leader-Follower Model
    Fang Renjie
    Wang Xin
    Xiao Zhenlong
    Lan Rongfu
    Liu Xiaodi
    Cai Xiaotian
    [J]. 16TH IEEE INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2020), 2020, : 98 - 103
  • [9] Vision-based Leader-Follower Mobile Robots for Cooperative Object Handling
    Jayarathne, D. U.
    Vidumal, H. A. K. R.
    Senevirathne, S. M. A.
    Jayasekara, P. G.
    Lalitharatne, T. D.
    [J]. 2019 19TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2019), 2019, : 747 - 752
  • [10] Vision-based localization of leader-follower formations
    Mariottini, Gian Luca
    Pappas, George
    Prattichizzo, Domenico
    Daniilidis, Kostas
    [J]. 2005 44TH IEEE CONFERENCE ON DECISION AND CONTROL & EUROPEAN CONTROL CONFERENCE, VOLS 1-8, 2005, : 635 - 640