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Fast Mixed Strategy Differential Evolution Using Effective Mutant Vector Pool

机译:使用有效突变向量池的快速混合策略差分进化

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The mutant vector has significant influence on the performance of Differential Evolution (DE). Different mutant vector always generates different result, one outstanding mutant vector for a specify problem perhaps achieve unbearable bad result for another question. There still no one perfect mutant vector can solve all problems excellently. In this situation, mixed strategy method is proposed to improve the performance of DE by combining multi-effective mutant vectors together. This paper proposes a fast mixed strategy DE (FMDE). The new method uses two best mutant vectors selected from the mutant vector pool and applies a fast mixed method to generate better result without increase computing expense. The FMDE is evaluated by 27 benchmarks selected from Congress on Evolutionary Computation (CEC) competition. The experiment result shows FMDE is competitive, stable and comprehensive, abstract environment.
机译:突变载体对差异进化(DE)的性能具有重大影响。不同的突变载体总是产生不同的结果,一个特定问题的杰出突变载体可能对另一个问题产生难以忍受的不良结果。仍然没有一种完美的突变载体能够很好地解决所有问题。在这种情况下,提出了混合策略方法,通过将多种有效的突变载体结合在一起来提高DE的性能。本文提出了一种快速混合策略DE(FMDE)。新方法使用了从突变载体库中选择的两个最佳突变载体,并应用了快速混合方法来产生更好的结果,而不会增加计算费用。 FMDE由从国会进化计算(CEC)竞赛中选出的27个基准进行评估。实验结果表明,FMDE具有竞争性,稳定性和综合性,抽象性。

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