作者
DK Tasoulis, NG Pavlidis, Vassilis P Plagianakos, Michael N Vrahatis
发表日期
2004/6/19
期刊
IEEE Congress on Evolutionary Computation
卷号
2
页码范围
2023-2029
出版商
IEEE
简介
Parallel processing has emerged as a key enabling technology in modern computing. Recent software advances have allowed collections of heterogeneous computers to be used as a concurrent computational resource. In this work we explore how differential evolution can be parallelized, using a ring-network topology, so as to improve both the speed and the performance of the method. Experimental results indicate that the extent of information exchange among subpopulations assigned to different processor nodes, bears a significant impact on the performance of the algorithm. Furthermore, not all the mutation strategies of the differential evolution algorithm are equally sensitive to the value of this parameter.
引用总数
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DK Tasoulis, NG Pavlidis, VP Plagianakos… - Proceedings of the 2004 congress on evolutionary …, 2004