Experimental Study on Mobile Robot Navigation Using Stereo Vision

被引:0
作者
Shan, Jinjun [1 ]
Wang, Xiaogang [2 ]
机构
[1] York Univ, Lassonde Sch Engn, Toronto, ON M3J 2R7, Canada
[2] Harbin Inst Technol, Dept Aerosp Engn, Harbin 150006, Heilongjiang, Peoples R China
来源
2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO) | 2013年
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中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper presents the experimental study on the quantization error of stereo vision camera with the help of VICON motion capture system and its application to vision based navigation for a mobile robot. An experimental system is developed to obtain the quantization measurement error of stereo vision camera in different depth. The measurement error model is utilized to help to design the extended Kalman filter to fuse the information from stereo vision camera and optical encoder equipped on the mobile robot platform. The VICON motion capture system is also employed to justify the accuracy of vision based navigation algorithm. Experimental results demonstrate the effectiveness of measurement error model in improving the navigation accuracy.
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页码:1958 / 1965
页数:8
相关论文
共 13 条
[1]  
Borenstein J, 1997, J ROBOTIC SYST, V14, P231, DOI 10.1002/(SICI)1097-4563(199704)14:4<231::AID-ROB2>3.0.CO
[2]  
2-R
[3]   Simultaneous localization and map-building using active vision [J].
Davison, AJ ;
Murray, DW .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (07) :865-880
[4]   Vision for mobile robot navigation: A survey [J].
DeSouza, GN ;
Kak, AC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (02) :237-267
[5]   Learning to select useful landmarks [J].
Greiner, R ;
Isukapalli, R .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1996, 26 (03) :437-449
[6]  
Kichman P., 2011, INF AER 2011 MAR
[7]  
KIM J, 2003, P 2003 IEEE INT C RO
[8]   ERROR MODELING IN STEREO NAVIGATION [J].
MATTHIES, L ;
SHAFER, SA .
IEEE JOURNAL OF ROBOTICS AND AUTOMATION, 1987, 3 (03) :239-248
[9]   THE STANFORD CART AND THE CMU ROVER [J].
MORAVEC, HP .
PROCEEDINGS OF THE IEEE, 1983, 71 (07) :872-884
[10]   Data association in Stochastic mapping using the joint compatibility test [J].
Neira, J ;
Tardós, JD .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2001, 17 (06) :890-897