DocumentCode :
3256683
Title :
Genocop III: a co-evolutionary algorithm for numerical optimization problems with nonlinear constraints
Author :
Michalewicz, Zbigniew ; Nazhiyath, Girish
Author_Institution :
Dept. of Comput. Sci., North Carolina Univ., Charlotte, NC, USA
Volume :
2
fYear :
1995
fDate :
29 Nov-1 Dec 1995
Firstpage :
647
Abstract :
During the last two years several methods have been proposed for handling nonlinear constraints by genetic algorithms for numerical optimization problems; most of them were based on penalty functions. However, the performance of these methods is highly problem-dependent; moreover, many methods require additional tuning of several parameters. We present a new optimization system (Genocop III), which is based on concepts of co-evolution and repair algorithms. We present the results of the system on a few selected test problems and discuss some directions for further research
Keywords :
constraint handling; genetic algorithms; nonlinear programming; Genocop III; co-evolutionary algorithm; nonlinear constraints; numerical optimization problems; parameter tuning; penalty functions; problem-dependent performance; repair algorithms; Computer science; Constraint optimization; Evolutionary computation; Genetic algorithms; Genetic mutations; Nonlinear equations; Probability distribution; System testing; Upper bound; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 1995., IEEE International Conference on
Conference_Location :
Perth, WA
Print_ISBN :
0-7803-2759-4
Type :
conf
DOI :
10.1109/ICEC.1995.487460
Filename :
487460
Link To Document :
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