DocumentCode :
424041
Title :
Map building and localization on autonomous mobile robot using graph and fuzzy inference system
Author :
Choi, Gyu-Jong ; Ahn, Doo-Sung
Author_Institution :
Dept. of Mech. Eng., Pukyoung Nat. Univ., Busan, South Korea
Volume :
3
fYear :
2004
fDate :
25-29 July 2004
Firstpage :
2419
Abstract :
We propose a new localization and map-building method similar to that of human being in the navigation problem. Human being is assumed to solve a problem through four processes: exploration process (EP), decision process (DP), behavior process (BP) and learning process (LP). We call the processes as human being´s capability for solving problems. We try to solve navigation problems by transferring this human being´s capability into a mobile robot. Firstly, in the exploration process, the mobile robot collects the environment information and builds the map using the method called ´graph´. Secondly, in the decision process, the mobile robot selects a proper action on the basis of the percepted information and the generated ´graph´. Thirdly, in the behavior process, the selected action is implemented in accordance with the output of the FIS (fuzzy inference system). Finally, in the learning process, the parameters of ´graph´ are updated via repeated implementing. We show that this method is promising for the mobile navigation problems through a number of simulations.
Keywords :
fuzzy reasoning; graph theory; learning systems; mobile robots; navigation; autonomous mobile robot localization; behavior process; decision process; exploration process; fuzzy inference system; graph theory; human navigation; learning process; map building; Electronic mail; Fuzzy systems; Graph theory; Humans; Joining processes; Mechanical engineering; Mobile robots; Motion planning; Navigation; Solid modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
ISSN :
1098-7576
Print_ISBN :
0-7803-8359-1
Type :
conf
DOI :
10.1109/IJCNN.2004.1381007
Filename :
1381007
Link To Document :
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