DocumentCode :
3130065
Title :
RRT-Smart: Rapid convergence implementation of RRT towards optimal solution
Author :
Islam, Farzana ; Nasir, J. ; Malik, U. ; Ayaz, Y. ; Hasan, Osman
Author_Institution :
Dept. of Robot. & Artificial Intell., Nat. Univ. of Sci. & Technol. (NUST), Islamabad, Pakistan
fYear :
2012
fDate :
5-8 Aug. 2012
Firstpage :
1651
Lastpage :
1656
Abstract :
Rapidly Exploring Random Tree (RRT) is one of the quickest and the most efficient obstacle free path finding algorithm. However, it cannot guarantee finding the most optimal path. A recently proposed extension of RRT, known as Rapidly Exploring Random Tree Star (RRT*), claims to achieve convergence towards the optimal solution but has been proven to take an infinite time to do so and with a slow convergence rate. To overcome these limitations, we propose an extension of RRT*, called RRT*-Smart, which aims to accelerate its rate of convergence and to reach an optimum or near optimum solution at a much faster rate and at a reduced execution time. Our novel algorithm inculcates two new techniques in RRT*: these are path optimization and intelligent sampling. Simulation results presented in various obstacle cluttered environments confirm the efficiency of RRT*-Smart.
Keywords :
collision avoidance; convergence; mobile robots; optimisation; trees (mathematics); RRT*-smart; convergence rate; execution time reduction; intelligent sampling; obstacle cluttered environments; obstacle free path finding algorithm; optimal path; optimum solution; path optimization; rapid convergence implementation; rapidly exploring random tree star; Algorithm design and analysis; Convergence; Heuristic algorithms; Optimization; Space exploration; Trajectory; Intelligent Sampling; RRTStar; Rapid Convergence;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Automation (ICMA), 2012 International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4673-1275-2
Type :
conf
DOI :
10.1109/ICMA.2012.6284384
Filename :
6284384
Link To Document :
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