DocumentCode :
2139808
Title :
Research on mobile robot mapping on binocular stereo vision system
Author :
Yu, Naigong ; Wang, Li
Author_Institution :
College of Electronic Information and Control Engineering, Beijing University of Technology, China
fYear :
2010
fDate :
4-6 Dec. 2010
Firstpage :
4674
Lastpage :
4677
Abstract :
Mapping is an important research direction in the field of robot navigation. Map represents the robot´s working environment has very important effect on localization and path planning. Vision sensor is simple and reliable, and has been widely used in the field of mapping. The paper introduces the process in which the binocular stereo vision system is adapted to imitate the double eyes of mankind in order to realize computer vision. The autonomous mapping algorithm in this paper is based on GSOM (Growing Self-organizing Map) algorithm. By continuously increasing new neurons in the growth of network scale, the GSOM mapping algorithm applies a small number of SOM neurons to generate a topologic map describing the environmental characteristics. The experimental results show that: we applied GSOM algorithm to autonomously generate a topological map, which was accurately described by a small number of SOM neurons.
Keywords :
Artificial neural networks; Control engineering; Neurons; Robot sensing systems; Sonar navigation; Stereo vision; Binocular stereo vision; mapping; neural network; self-organizing map; topological;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Science and Engineering (ICISE), 2010 2nd International Conference on
Conference_Location :
Hangzhou, China
Print_ISBN :
978-1-4244-7616-9
Type :
conf
DOI :
10.1109/ICISE.2010.5690866
Filename :
5690866
Link To Document :
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