DocumentCode :
578205
Title :
A cognizing topology map building in a wide-range indoor structural environment
Author :
Wu Hao ; Tian Guo-hui ; Zhou Feng-yu ; Li Yan ; Duan Peng
Author_Institution :
Sch. of Control Sci. & Eng., Shandong Univ., Jinan, China
fYear :
2012
fDate :
6-8 July 2012
Firstpage :
3794
Lastpage :
3799
Abstract :
When the exploration scope of the robot is expanded to large regions, the problem becomes more prominent. In this paper, artificial labels are used to provide semantic concepts and relations of the surrounding, which can solve the complexity and limitations of semantic recognition and scene understanding only with robot\´s vision. Imitating spatial cognizing mechanism of human, the robot constantly receives the information of artificial labels at cognitive-guide points in a wide range of structured environment to achieve the perception of the environment and robot navigation. Immune network algorithm is used to form the environmental awareness mechanism with "distributed representation". Color recognition and SIFT feature matching algorithm are fused to achieve the memory and cognition of scenario tag. Then the cognition-guide-action based cognizing topology map is built. Along with the continuously abundant map, the robot need not rely on the artificial label forever, and it can plan path and navigate freely. Experiment results show that the artificial label designed in this paper can improve the cognitive ability of the robot, navigate the robot in the case of indoor structural environment, and build the cognizing topology map favorably.
Keywords :
feature extraction; image colour analysis; image matching; robot vision; SIFT feature matching algorithm; artificial labels; cognition-guide-action based cognizing topology map; cognitive-guide points; cognizing topology map building; color recognition; distributed representation; environmental awareness mechanism; human spatial cognizing mechanism; immune network algorithm; robot navigation; robot vision; scene understanding; semantic recognition; structured environment; wide-range indoor structural environment; Buildings; Navigation; Robot kinematics; Robot sensing systems; Semantics; Topology; artificial label; cognizing topology map; distributed information representation; service robot;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation (WCICA), 2012 10th World Congress on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-1397-1
Type :
conf
DOI :
10.1109/WCICA.2012.6359105
Filename :
6359105
Link To Document :
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