DocumentCode
2906543
Title
A Parallel Approach for Mobile Robotic Self-Localization
Author
Saito, Priscila Tiemi Maeda ; Wolf, Denis Fernando ; Mendona, B.A. ; Branco, Kalinka R L J C ; Sabatine, Ricardo José
Author_Institution
Comput. Syst. Dept., Univ. of Sao Paulo, Sao Carlos, Brazil
fYear
2009
fDate
24-26 Nov. 2009
Firstpage
762
Lastpage
767
Abstract
Navigation is the foundation of mobile robots. In order to plan its path and successfully move in the environment a robot must know its on position in it. The problem is called self-localization and it consists of estimating the position of a robot given a map of the environment and information obtained by sensors. One of the most efficient algorithms used to address this issue is the Monte Carlo technique, which has obtained a considerable attention the scientific community due to its simplicity and precision. The complexity of this algorithm scales proportionally to the number of particles used. The larger the environment, the more particles are required for robot localization. This fact limits the use of this algorithm to medium size environments. In order to improve the efficiency of the Monte Carlo technique and allow it to be used in large environments we propose a parallel implementation. Our implementation is based on OpenMP and MPI message passing interface. Experimental results are used to show the efficiency of our approach.
Keywords
Monte Carlo methods; message passing; mobile robots; parallel processing; Monte Carlo technique; OpenMP; message passing interface; mobile robotic self-localization; mobile robots; robot localization; scientific community; sensors; Concurrent computing; Information technology; Mobile robots; Monte Carlo methods; Navigation; Parallel processing; Parallel robots; Robot localization; Robot sensing systems; Uncertainty; Parallel processing; Robotics; Self-localization;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Sciences and Convergence Information Technology, 2009. ICCIT '09. Fourth International Conference on
Conference_Location
Seoul
Print_ISBN
978-1-4244-5244-6
Electronic_ISBN
978-0-7695-3896-9
Type
conf
DOI
10.1109/ICCIT.2009.284
Filename
5368811
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