A simple self-adaptive Differential Evolution algorithm with application on the ALSTOM gasifier

被引:97
作者
Nobakhti, Amin [1 ]
Wang, Hong [1 ]
机构
[1] Univ Manchester, Control Syst Ctr, Manchester M13 9PL, Lancs, England
基金
英国工程与自然科学研究理事会;
关键词
differential evolution; evolutionary computing; multivariable control; gasifier control;
D O I
10.1016/j.asoc.2006.12.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Differential Evolution ( DE) has gathered a reputation for being a powerful yet simple global optimiser with continually outperforming many of the already existing stochastic and direct search global optimisation techniques. It is however well established that DE is particularly sensitive to its control parameters, most notably the mutation weighting factor F. This sensitivity is further studied here and a simple randomised self-adaptive scheme is proposed for the DE mutation weighting factor F. The performance of this algorithm is studied with the use of several benchmark problems and applied to a difficult control systems design case study. (C) 2007 Elsevier B. V. All rights reserved.
引用
收藏
页码:350 / 370
页数:21
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