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