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A Different Topology Multi-swarm PSO in Dynamic Environment

机译:在动态环境中不同拓扑多群PSO

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Many applications can be formalized as dynamic problems and their main goals are to track the moving optimum. Many algorithms that address efficiently static problems, fail when applied to dynamic problems due to their inability to adapt and respond to changes in the environment A different topology multi-swarm PSO is proposed to deal with problems in dynamic environment. The proposed algorithm integrates two different topology subswarms and the two subswarms exchange their best particle at checkpoints. One rapidly convergence to the optima and the other is responsible for local search and diversity reservation. The experiments demonstrate the proposed algorithm is effective and stable in dynamic environment.
机译:许多应用程序可以形式化为动态问题,其主要目标是跟踪移动最佳。许多算法解决了有效的静态问题,当应用于动态问题时,由于无法调整和响应环境的变化,提出了不同拓扑多群PSO的改变,以处理动态环境中的问题。所提出的算法集成了两个不同的拓扑外汇现场,两个子制备率在检查点处交换最佳粒子。一个快速收敛到Optima,另一个迅速融合,负责本地搜索和分集预留。实验证明了所提出的算法在动态环境中是有效和稳定的。

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