• DocumentCode
    1798436
  • Title

    Fuzzy decentralized EIF-based pose tracking for autonomous omnidirectional mobile robot

  • Author

    Ching-Chih Tsai ; Xiao-Ci Wang ; Feng-Chun Tai ; Chun-Chikh Chan

  • Author_Institution
    Dept. of Electr. Eng., Nat. Chung Hsing Univ., Taichung, Taiwan
  • Volume
    2
  • fYear
    2014
  • fDate
    13-16 July 2014
  • Firstpage
    748
  • Lastpage
    754
  • Abstract
    This paper presents a fuzzy decentralized extended information filter (FDEIF) method for dynamic pose tracking of an autonomous omnidirectional mobile robot (AOMR) driven by omnidirectional Mecanum wheels in indoor environments by fusing measurements from one KINECT sensor, one laser scanner and four encoders mounted on the omnidirectional Mecanum wheels. A FDEIF method is proposed to achieve multisensory fusing for nonlinear measurement models corrupted with time-vary noise characteristics. Assume that the initial global pose is roughly determined by the user, we proposed an FDEIF dynamic pose tracking approach to fuse the measurements from the three types of sensors, in order to accurately keep track of the dynamic postures of the robot moving at slow speeds. Numerical simulations are performed DEIF to exemplify the superior estimation performance and robustness of the proposed method in comparison with one existing DEIF method.
  • Keywords
    fuzzy set theory; indoor environment; information filtering; mobile robots; optical scanners; pose estimation; sensor fusion; time-varying systems; wheels; FDEIF dynamic pose tracking approach; FDEIF method; autonomous omnidirectional mobile robot; encoders; fuzzy decentralized extended information filter method; indoor environments; initial global pose; laser scanner; measurements KINECT sensor; multisensory fusing; nonlinear measurement models; omnidirectional Mecanum wheels; time-vary noise characteristics; Abstracts; Jacobian matrices; Prototypes; Robustness; Dead-reckoning Decentralized Extended Information filter; Fuzzy logics; KINECT sensor; Laser scanner; Local localization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics (ICMLC), 2014 International Conference on
  • Conference_Location
    Lanzhou
  • ISSN
    2160-133X
  • Print_ISBN
    978-1-4799-4216-9
  • Type

    conf

  • DOI
    10.1109/ICMLC.2014.7009703
  • Filename
    7009703