DocumentCode :
3389556
Title :
Application of improved PSO in mobile robotic path planning
Author :
Li, Wei ; Wang, Gai-Yun
Author_Institution :
Sch. of Comput. & Control, Guilin Univ. of Electron. Technol., Guilin, China
fYear :
2010
fDate :
22-24 Oct. 2010
Firstpage :
45
Lastpage :
48
Abstract :
An improved PSO algorithm which is applied to mobile robot path planning is proposed. In this paper, we use the grid method to decompose two-dimensional space of the robot path to build the path space model. Using this method is simple and easy to achieve computer modeling, storing, processing, updating and analyzing. It can make the pairs of particles in the algorithm exchange information by leading crossover operator into the basic particle swarm algorithm in order to make it have the new ability to fly to the search space. Pulling the mutation operator in basic particle swarm algorithm to enhance the PSO algorithm´s capacity of getting out of local optimal. Simulation results show that the improved algorithm is simple and effective, more advantage than the basic PSO algorithm.
Keywords :
mobile robots; particle swarm optimisation; path planning; computer modeling; crossover operator; grid method; mobile robotic path planning; mutation operator; particle swarm optimisation; two dimensional space; Analytical models; Biological system modeling; Computational modeling; Computers; Educational institutions; Robots; Three dimensional displays; PSO; crossover operator; mutation operator; path planning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Computing and Integrated Systems (ICISS), 2010 International Conference on
Conference_Location :
Guilin
Print_ISBN :
978-1-4244-6834-8
Type :
conf
DOI :
10.1109/ICISS.2010.5655007
Filename :
5655007
Link To Document :
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