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
Link To Document :
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