DocumentCode :
1686654
Title :
Circle detection and fitting using laser range finder for positioning system
Author :
Huang, Xiangqi ; Sasaki, Takeshi ; Hashimoto, Hideki ; Inoue, Fumihiro
Author_Institution :
Inst. of Ind. Sci., Univ. of Tokyo, Tokyo, Japan
fYear :
2010
Firstpage :
1366
Lastpage :
1370
Abstract :
In this paper, inspired by RANSAC and Hough Transform voting procedure, a modified RANSAC algorithm of detection of cylindrical reference target using LRF for positioning system is proposed. Utilizing the orientation-invariant property of the circle, cylindrical shaped bar is chosen as the reference target of the positioning system. The given radius of the cylinder and convex arc shaped contour observed by LRF are two important constraints of the model of circle used in this positioning system. Simulation results prove that under given conditions the proposed circle detection algorithm works better than original RANSAC when occlusion and noise make the ratio of qualified inliers decrease. The reason is that a voting procedure can reduce the effect of noise and guarantee a more reliable model hypothesis. After extraction of enough inliers by proposed circle detection algorithm, maximum likelihood estimation is implemented to estimate the precise center position of the reference target.
Keywords :
laser ranging; maximum likelihood estimation; position measurement; circle detection algorithm; circle fitting; cylindrical reference target; cylindrical shaped bar; laser range finder; maximum likelihood estimation; modified RANSAC algorithm; positioning system; Clustering algorithms; Mathematical model; Maximum likelihood estimation; Noise; Sensors; Simulation; TV; RANSAC; circle detection and fitting; laser range finder; maximum likelihood estimation; positioning system; voting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Automation and Systems (ICCAS), 2010 International Conference on
Conference_Location :
Gyeonggi-do
Print_ISBN :
978-1-4244-7453-0
Electronic_ISBN :
978-89-93215-02-1
Type :
conf
Filename :
5670307
Link To Document :
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