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
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"
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2015 IEEE International Conference on
DOI :
10.1109/SMC.2015.341