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
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