Self-adapting Chaos-genetic Hybrid Algorithm with Mixed Congruential Method

被引:4
作者
Chen Bing-rui [1 ]
Feng Xia-ting [1 ]
机构
[1] Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
来源
ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 7, PROCEEDINGS | 2008年
关键词
D O I
10.1109/ICNC.2008.116
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An improved swarm intelligence algorithm, named SA-CGA, is introduced briefly in the paper. The algorithm, which is a chaos-genetic hybrid algorithm with a new random number generator using the mixed congruential method, searches goal value using genetic algorithm in global space when population diversity is bigger than given value, while resolves optimal value utilizing chaos algorithm as population diversity decreases to some threshold automatically. The performance of the algorithms is analyzed and compared with other methods. The result shows its convergence precision is high and its convergence velocity is fast.
引用
收藏
页码:674 / 677
页数:4
相关论文
共 8 条
[1]  
DEJONG KA, 1975, DISS ABSTR INT B, V36, P5140
[2]   Coupling recognition of the structure and parameters of non-linear constitutive material models using hybrid evolutionary algorithms [J].
Feng, XT ;
Yang, CX .
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2004, 59 (09) :1227-1250
[3]   GENETIC ALGORITHMS - A POWERFUL TOOL FOR LARGE-SCALE NONLINEAR OPTIMIZATION PROBLEMS [J].
GALLAGHER, K ;
SAMBRIDGE, M .
COMPUTERS & GEOSCIENCES, 1994, 20 (7-8) :1229-1236
[4]  
Li Bing, 1997, Control Theory & Applications, V14, P613
[5]  
LI MQ, 2002, THEORY APPL GENETIC, P244
[6]   Decision making in a hybrid genetic algorithm [J].
Lobo, FG ;
Goldberg, DE .
PROCEEDINGS OF 1997 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '97), 1997, :121-125
[7]   Shear strength estimation of adhesively bonded cylindrical components under static loading using the genetic algorithm approach [J].
Sekercioglu, T .
INTERNATIONAL JOURNAL OF ADHESION AND ADHESIVES, 2005, 25 (04) :352-357
[8]  
Zhang T., 1999, CONTROL DECISION, V14, P285