Title
Self-Adaptive Differential Evolution Algorithm in Constrained Real-Parameter Optimization
Abstract
Differential Evolution (DE) has been shown to be a powerful evolutionary algorithm for global optimization in many real problems. Self-adaptation has been found to be high beneficial for adjusting control parameters during evolutionary process, especially when done without any user interaction. In this paper we investigate a self-adaptive differential evolution algorithm where more DE strategies are used and control parameters F and CR are self-adapted. The performance of the self-adaptive differential evolution algorithm is evaluated on the set of 24 benchmark functions provided for the CEC2006 special session on constrained real parameter optimization.
Year
DOI
Venue
2006
10.1109/CEC.2006.1688311
IEEE Congress on Evolutionary Computation
Keywords
Field
DocType
evolutionary computation,optimisation,constrained real-parameter optimization,control parameters,self-adaptive differential evolution algorithm
Mathematical optimization,Evolutionary algorithm,Meta-optimization,Evolutionary computation,Differential evolution,Multi-swarm optimization,Evolution strategy,CMA-ES,Imperialist competitive algorithm,Mathematics
Conference
ISBN
Citations 
PageRank 
0-7803-9487-9
90
3.76
References 
Authors
11
3
Name
Order
Citations
PageRank
Janez Brest1219090.76
Viljem Zumer226821.78
Mirjam Sepesy Maučec350626.34