实际工程问题的混合差分进化方法

Jun Yu Li
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引用次数: 3

摘要

针对全局优化问题,提出了一种几乎不含控制参数的修正微分进化算法。基于粒子群优化的拓扑、惯性权值、邻域最优和个体最优机制,每个个体根据自身当前位置、邻域最优和个体最优随惯性权值进行变异算子。并且去掉了传统差分进化中的交叉算子,采用了选择算子。将该方法应用于电力系统的拉/压管柱设计问题和经济调度问题。通过与其他进化算法的比较,证明了该方法的可行性和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Hybrid Differential Evolution Method for Practical Engineering Problems
This paper introduced an almost control parameters free modified differential evolution for global optimization problems. The modifications are derived from the mechanisms of particle swarm optimization viz., topologies, inertial weight, neighborhood best and individual best, with which each individual performed the mutation operator based on its current position, the neighborhood best and its individual best along with the inertial weight. And the crossover operator in traditional differential evolution is removed, while the selection operator was employed. The approach was employed for a tension/compression string design problem and an economic dispatch problem in power system. By comparisons with the other evolutionary algorithms, the proposed approach has shown its feasibility and effectiveness.
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