DocumentCode
1596684
Title
Technology of Vehicle Identification Based on Laser Radar
Author
Yang, Lei ; Duan, Jianmin
Author_Institution
Coll. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing, China
Volume
1
fYear
2011
Firstpage
160
Lastpage
164
Abstract
In order to improve driving safety, this paper proposes a Vehicle Identification approach by two-dimensional laser radar. The approach can detect obstacles in front of vehicle and determine whether the obstacles are vehicle. In order to eliminate the effect of system errors generated in the process of Laser radar data collection, Median filtering method is used in radar data processing. In order to determine the number and position of obstacles in front of vehicle, CURE clustering algorithm is proposed to clustering radar data. The clustering algorithm can solve the problem that centroid-based clustering approach is not suitable for non-spherical or arbitrary shaped clusters. Improved the CURE algorithm, the improved algorithm is more suitable for clustering the data of two-dimensional laser radar. The target of vehicle identification is achieved by calculating the width and length of each cluster. The conclusion verified by experiments is this approach can calculate the width and length of obstacle more precisely and recognize vehicle accurately.
Keywords
median filters; optical radar; pattern clustering; road vehicle radar; safety; CURE algorithm; centroid-based clustering approach; driving safety improvement; median filtering method; radar data processing; two-dimensional laser radar data collection; vehicle identification; Accidents; Clustering algorithms; Educational institutions; Laser radar; Measurement by laser beam; Vehicles; Vehicle Identification; cluster; cure; laser radar;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2011 International Conference on
Conference_Location
Zhejiang
Print_ISBN
978-1-4577-0676-9
Type
conf
DOI
10.1109/IHMSC.2011.45
Filename
6038171
Link To Document