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A Distributed Parallel Genetic Local Search with Tree-Based Migration on Irregular Network Topologies

机译:一种基于树的不规则网络拓扑迁移分布式并行遗传局部搜索

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摘要

In this paper we propose a parallel and distributed computation of genetic local search with irregular topology in distributed environments. The scheme we propose in this paper is implemented with a tree topology established on an irregular network where each computing element carries out genetic local search on its own chromosome set and communicates with its parent when the best solution of each generation is updated. We evaluate the proposed algorithm by a simulation system implemented on a PC-cluster. We test our algorithm on four types topologies: star, line, balanced binary tree and sided binary tree, and investigate the influence of communication topology and delay on the evolution process.
机译:在本文中,我们提出了一种在分布式环境中具有不规则拓扑结构的遗传局部搜索的并行分布式计算。本文提出的方案是通过在不规则网络上建立的树形拓扑实现的,其中每个计算元素在自己的染色体集上进行遗传局部搜索,并在每一代的最佳解更新时与其父代进行通信。我们通过在PC集群上实现的仿真系统评估了所提出的算法。在星形、线形、平衡二叉树和侧二叉树四种拓扑结构上测试了算法,研究了通信拓扑结构和时延对演化过程的影响。

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