DocumentCode
3728237
Title
PSO Algorithm with Transition Probability Based on Hamming Distance for Graph Coloring Problem
Author
Takuya Aoki;Claus Aranha;Hitoshi Kanoh
Author_Institution
Dept. of Comput. Sci., Univ. of Tsukuba, Tsukuba, Japan
fYear
2015
Firstpage
1956
Lastpage
1961
Abstract
In this paper, we propose a PSO algorithm with transition probability based on Hamming distance for solving planar graph coloring problems. PSO was originally intended to handle only continuous optimization problems. To apply PSO to discrete problems, the standard arithmetic operators of PSO need to be redefined over discrete space. In this work, we propose a new algorithm that uses transition probability based on Hamming distance into PSO. The experimental results show that the new algorithm can get higher success rate and smaller average iterations than a Genetic Algorithm and the conventional PSO.
Keywords
"Color","Hamming distance","Optimization","Algorithm design and analysis","Sociology","Statistics","Particle swarm optimization"
Publisher
ieee
Conference_Titel
Systems, Man, and Cybernetics (SMC), 2015 IEEE International Conference on
Type
conf
DOI
10.1109/SMC.2015.341
Filename
7379473
Link To Document