RFID-based Localization System for Mobile robot with Markov Chain Monte Carlo

被引:0
|
作者
Zhang, Hui [1 ]
Chen, Joseph C. [1 ]
Zhang, Kai [1 ]
机构
[1] Bradley Univ, Dept Ind & Mfg Engn & Technol, Peoria, IL 61625 USA
关键词
localization; Markov Chain Monte Carlo; mobile robot; RFID; NAVIGATION;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This paper proposes a robust and precise localization system for mobile robots with the aid of Radio Frequency Identification (RFID) technology and the Markov Chain Monte Carlo (MCMC) optimization algorithm. By integrating the RFID module, RFID tags, a mobile robot and an off-board computer together, the localization system uses MCMC to analyze RFID signal information and get optimized mobile robot's location information. This paper focuses on explaining the development of RFID sensor model and the processes of building the MCMC algorithm. For sensor model development, the effects of orientation between the RFID reader and RFID tag and the velocity of the mobile robot are investigated. For the MCMC method, a sequential Monte Carlo method is adopted to optimize the result. Finally, the initial experiment results indicate that the proposed localization system has low error and could be used to effectively locate mobile robots.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] An efficient RFID-based localization method with mobile robot
    [J]. Tao, Bo (taobo@hust.edu.cn), 1600, Springer Verlag (9834 LNCS):
  • [2] An Efficient RFID-Based Localization Method with Mobile Robot
    Wu, Haibing
    Gong, Zeyu
    Tao, Bo
    Yin, Zhouping
    [J]. INTELLIGENT ROBOTICS AND APPLICATIONS, ICIRA 2016, PT I, 2016, 9834 : 407 - 417
  • [3] Reliable and Efficient RFID-based Localization for Mobile Robot
    Zhang, Hui
    Chen, Joseph
    Zhang, Kai
    [J]. 2013 IEEE INTERNATIONAL SYMPOSIUM ON ROBOTIC AND SENSORS ENVIRONMENTS (ROSE 2013), 2013,
  • [4] RFID-based indoor mobile robot navigation
    Peng, Jiansheng
    Qin, Yong
    Wei, Qingjin
    He, Qiwen
    Wan, Zhenwu
    Jiang, Hui
    [J]. INTERNATIONAL JOURNAL OF RF TECHNOLOGIES-RESEARCH AND APPLICATIONS, 2019, 10 (1-2) : 1 - 8
  • [5] An RFID-Based Mobile Robot Localization Method Combining Phase Difference and Readability
    Tao, Bo
    Wu, Haibing
    Gong, Zeyu
    Yin, Zhouping
    Ding, Han
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2021, 18 (03) : 1406 - 1416
  • [6] Monocular vision based Monte Carlo localization for mobile robot
    Liu, Dong-Bo
    Liu, Guo-Rong
    Yu, Miao-Hua
    [J]. Kongzhi yu Juece/Control and Decision, 2010, 25 (02): : 251 - 254
  • [7] Efficient RFID-Based Mobile Object Localization
    Chawla, Kirti
    Robins, Gabriel
    Zhang, Liuyi
    [J]. 2010 IEEE 6TH INTERNATIONAL CONFERENCE ON WIRELESS AND MOBILE COMPUTING, NETWORKING AND COMMUNICATIONS (WIMOB), 2010, : 683 - 690
  • [8] Fast Monte Carlo Localization for Mobile Robot
    Chen, Liang
    Sun, Peixin
    Zhang, Guohua
    Niu, Jie
    Zhang, Xiaodong
    [J]. ADVANCED RESEARCH ON ELECTRONIC COMMERCE, WEB APPLICATION, AND COMMUNICATION, PT 2, 2011, 144 : 207 - +
  • [9] RFID-based mobile robot guidance to a stationary target
    Kim, Myungsik
    Chong, Nak Young
    [J]. MECHATRONICS, 2007, 17 (4-5) : 217 - 229
  • [10] RFID-based Indoor Positioning by Using Monte Carlo Algorithm
    Wu, Lujie
    Wang, Gang
    [J]. PROCEEDINGS OF THE 2016 4TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS AND COMPUTING TECHNOLOGY, 2016, 60 : 1880 - 1883