DocumentCode
476130
Title
Detection and tracking of moving object with a mobile robot using laser scanner
Author
Yu, Jin-xia ; Cai, Zi-xing ; Duan, Zhuo-hua
Author_Institution
Coll. of Comput. Sci. & Technol., Henan Polytech. Univ., Jiaozuo
Volume
4
fYear
2008
fDate
12-15 July 2008
Firstpage
1947
Lastpage
1952
Abstract
An autonomous approach for detection and tracking of moving object with a mobile robot using laser scanner is presented in this paper. Firstly, ranging data of environmental objects from laser scanner are clustered according to the dynamic clustering method of k-nearest neighbors. Then, the movement parameter of clustering objects is computed by local grid map matching. At the same time, the movement compensation of mobile robot is estimated. After obtaining the moving object, particle filter (PF) with the improved proposal distribution is adopted to track moving object so as to get the movement condition of the object. At last, experiments with the mobile robot designed by us are implemented and the validity of this approach is verified.
Keywords
mobile robots; optical scanners; particle filtering (numerical methods); dynamic clustering method; grid map matching; k-nearest neighbors; laser scanner; mobile robot; moving object detection; moving object tracking; particle filter; proposal distribution; Change detection algorithms; Cybernetics; Laser theory; Machine learning; Mobile robots; Motion detection; Object detection; Particle filters; Particle tracking; Proposals; Detection and tracking of moving object; Grid map matching; Laser scanner; Mobile robot; Particle filter with the improved proposal distribution;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics, 2008 International Conference on
Conference_Location
Kunming
Print_ISBN
978-1-4244-2095-7
Electronic_ISBN
978-1-4244-2096-4
Type
conf
DOI
10.1109/ICMLC.2008.4620725
Filename
4620725
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