New energetic selection principle in differential evolution

被引:1
作者
Feoktistov, Vitaliy [1 ]
Janaqi, Stefan [1 ]
机构
[1] EMA, Ctr Rech, LG12P,Site EERIE,Parc Sci Georges Besse, F-30035 Nimes, France
来源
ENTERPRISE INFORMATION SYSTEMS VI | 2006年
关键词
differential evolution; evolutionary algorithms; heuristics; optimization; selection;
D O I
10.1007/1-4020-3675-2_18
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Differential Evolution algorithm goes back to the class of Evolutionary Algorithms and inherits its philosophy and concept. Possessing only three control parameters (size of population. differentiation and recombination constants) Differential Evolution has promising characteristics of robustness and convergence. In this paper we introduce a new principle of Energetic Selection. It consists in both decreasing the population size and the computation efforts according to an energetic barrier function which depends on the number of generation. The value of this function acts as an energetic filter, through which can pass only individuals with lower fitness. Furthermore, this approach allows us to initialize the population of a sufficient (large) size. This method leads us to an improvement of algorithm convergence.
引用
收藏
页码:151 / +
页数:3
相关论文
共 11 条
[1]  
[Anonymous], 1995, DIFFERENTIAL EVOLUTI
[2]  
Beasley David, 1997, HDB EVOLUTIONARY COM
[3]  
FEOKTISTOV V, 2004, 6 INT C AD COMP DES
[4]  
FEOKTISTOV V, P ANN MACH LEARN C B
[5]  
FEOKTISTOV V, 18 ANN IEEE INT PAR
[6]  
HEITKOTTER J, 2000, HITCH HIKERS GUIDE E
[7]  
Jong KAD, 1975, THESIS U MICHIGAN
[8]  
PRICE K, 2003, NEW IDEAS OPTIMIZA 2
[9]   Re-evaluating genetic algorithm performance under coordinate rotation of benchmark functions. A survey of some theoretical and practical aspects of genetic algorithms [J].
Salomon, R .
BIOSYSTEMS, 1996, 39 (03) :263-278
[10]   Minimizing the real functions of the ICEC'96 contest by differential evolution [J].
Storn, R ;
Price, K .
1996 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '96), PROCEEDINGS OF, 1996, :842-844