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On The Convergence of Information Exchange Methods in Multiple Cooperating Swarms

机译:多合作群中信息交换方法的收敛性

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Different cooperative models have been proposed in the past few years using particle swarm optimization (PSO). These models relied on having more than one swarm running in a parallel or serial fashion while exchanging information among them. The information shared among the cooperating swarms was mostly their global bests. This work adopts the approach of selecting a particle from one swarm replacing a particle in another swarm. The work compares four different approaches for information exchange based on three different performance measures. The work also tests how this behavior changes while increasing the number of exchanged particles. Experiments are run using four benchmark optimization functions.
机译:在过去的几年中,已经提出了使用粒子群优化(PSO)的不同合作模型。这些模型依赖于以并行或串行方式运行多个群集,同时在它们之间交换信息。在众多合作伙伴之间共享的信息主要是其全球最佳水平。这项工作采用从一个群体中选择一个粒子替换另一个群体中的粒子的方法。这项工作基于三种不同的性能指标,比较了四种不同的信息交换方法。这项工作还测试了这种行为是如何改变的,同时增加了交换粒子的数量。使用四个基准优化功能运行实验。

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