Stagnation Analysis of Swarm Intelligent Algorithms
The search progress of swarm intelligent algorithms is a kind of complex system evolution. Definitions of pure diversification search and pure intensification search are first given based on detail analysis on search characteristics of swarm intelligent algorithms. Then the pure intensification search is recognized as the essential reason of stagnation based on a detail quantitative on the degree of population diversity. Along with the degree of population diversity decreases, the stagnation is apt to occurs. Moreover, the stagnation is related with the population size. The smaller population size is, the easier swarm intelligent algorithms come to a standstill.
swarm intelligent algorithms stagnation population diversity
Junfeng Chen Xinnan Fan
College of Computer & Information Engineering Hohai University Jiangsu Key Laboratory of Power Transmission and Distribution Equipment Changzhou, China
国际会议
太原
英文
24-28
2010-10-22(万方平台首次上网日期,不代表论文的发表时间)