DocumentCode :
2928989
Title :
SLAM-ICP with a Boolean method applied on a car-like robot
Author :
Djehaich, M. ; Ziane, H. ; Achour, Nouara ; Tiar, R. ; Ouadah, N.
Author_Institution :
Dept. of Instrum. & Control, Univ. of the Sci. & Technol. Houari, Algiers, Algeria
fYear :
2013
fDate :
22-24 April 2013
Firstpage :
116
Lastpage :
121
Abstract :
Scan matching is a popular way of recovering a mobile robot´s motion and constitutes the basis of many localization and mapping approaches. Consequently, a variety of scan matching algorithms have been proposed in the past. All these algorithms share one common attribute: They match pairs of scans to obtain spatial relations between two robot poses. The work presented in this paper consists in the implementation of a SLAM algorithm (Simultaneous Localization and Mapping) on a car-like vehicle. Our algorithm is based on a measurement alignment method called “Iterative Closest Points” (ICP) using binary weighted method (Boolean). It helps find the rigid transformation that minimizes the distance between two clouds of points. The developed algorithm (SLAM-ICP) has been implemented and tested on the mobile robot. Experimental results given at the end of this paper are compared to classical localization technique (odometry) and SLAM-ICP with the recursive method that is already implemented on the Robucar.
Keywords :
Boolean functions; SLAM (robots); distance measurement; image matching; iterative methods; mobile robots; pose estimation; recursive estimation; robot vision; transforms; Boolean method; ICP; Robucar; SLAM algorithm; SLAM-ICP; binary weighted method; car-like robot; distance minimization; iterative closest points; localization approach; mapping approach; measurement alignment method; mobile robot motion recovery; recursive method; scan matching algorithms; simultaneous localization-and-mapping; Iterative closest point algorithm; Lasers; Mobile robots; Motion estimation; Robot kinematics; Simultaneous localization and mapping; ICP; Measures alignment; SLAM; Scan matching;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Programming and Systems (ISPS), 2013 11th International Symposium on
Conference_Location :
Algiers
Print_ISBN :
978-1-4799-1152-3
Type :
conf
DOI :
10.1109/ISPS.2013.6581476
Filename :
6581476
Link To Document :
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