• DocumentCode
    3290056
  • Title

    Simulated capacitor method for difficult region dynamic boosting in changing environments

  • Author

    Hong Liu ; Tianwei Zhang ; Yan Wang ; Zhaopeng Gu

  • Author_Institution
    Eng. Lab. on Intell. Perception for Internet of Things (ELIP), Peking Univ., Beijing, China
  • fYear
    2013
  • fDate
    12-14 Dec. 2013
  • Firstpage
    431
  • Lastpage
    437
  • Abstract
    This paper presents a novel method to identify and boost difficult regions of in the configuration space (C-space) in changing environments. Difficult regions, especially narrow passages, change their shapes frequently in changing environments, which result in challenging problems to find valid and safe paths. Although a lot of research has been done to identify difficult regions, seldom methods provide robust paths. Moreover, they depend on frequent replanning which wastes a lot of resources. In this paper, a bridge test method based on workspace to configuration space (W-C) nodes mapping is invoked to identify difficult regions dynamically. Consequently, not only difficult regions are identified efficiently, but safe regions which are less likely to be occupied temporarily, are flagged for boosting. Furthermore, the calculated simulated capacitance, which represents the local difficulty level is used to lead boosting procedure. Specifically, boosting nodes would be activated or re-closed according to the changing capacitance, so that calculation resources are concentrate on current difficult regions. As a result, both the total planning time and replanning times are descended a lot. Finally, the simulation experiment with two manipulators shows the proposed method is efficient even in difficult changing environments.
  • Keywords
    learning (artificial intelligence); manipulators; path planning; C-space; W-C nodes mapping; bridge test method; changing capacitance; changing environments; configuration space; difficult region dynamic boosting; manipulators; narrow passages; path planning; simulated capacitor method; workspace-to-configuration space node mapping; Boosting; Bridge circuits; Capacitance; Capacitors; Manipulators; Planning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Biomimetics (ROBIO), 2013 IEEE International Conference on
  • Conference_Location
    Shenzhen
  • Type

    conf

  • DOI
    10.1109/ROBIO.2013.6739497
  • Filename
    6739497