Title :
Evolutionary algorithm based on degradation mechanism
Author :
Gao Jianhua ; Li Yuanxiang ; Wang Lingling
Author_Institution :
Comput. Sch., Wuhan Univ., Wuhan, China
Abstract :
In this paper degradation mechanism is discussed to deal with the problem of adaptive population size in evolutionary algorithm. A new evolutionary algorithm based on the degradation mechanism of population size is proposed according to a simplified strategy. The experimental results show that the new algorithm has better performance than an evolutionary algorithm with constant size of population.
Keywords :
evolutionary computation; adaptive population size; degradation mechanism; evolutionary algorithm; Algorithm design and analysis; Convergence; Degradation; Evolutionary computation; Heuristic algorithms; Sociology; Statistics; adaptive evolutionary algorithm; degradation mechanism; variable population size;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2014 11th World Congress on
DOI :
10.1109/WCICA.2014.7053553