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A Swarm Inspired Method for Efficient Data Transfer

机译:群体启发的高效数据传输方法

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摘要

In this paper we report on an approach inspired by Ant Colony Optimization (ACO) to provide a fault tolerant and efficient means of transferring data in dynamic environments. We investigate the problem of distributing data between a client and server by using pheromone equations. Ants choose the best source of food by selecting the strongest pheromone trail leaving the nest. The pheromone decays over-time and needs to be continually reinforced to define the optimum route in a dynamic environment. This resembles the dynamic environment for the distribution of data between clients and servers. Our approach uses readily available network and server information to construct a pheromone that determines the best server from which to download data. We demonstrate that the approach is self-optimizing and capable of adapting to dynamic changes in the environment.
机译:在本文中,我们报告了一种受到蚁群优化(ACO)启发的方法,该方法可提供动态环境中的容错和高效的数据传输方法。我们研究使用信息素方程在客户端和服务器之间分配数据的问题。蚂蚁通过选择离开巢穴的最强信息素来选择最佳食物。信息素会随着时间的流逝而衰减,需要不断增强以定义动态环境中的最佳路径。这类似于在客户端和服务器之间分发数据的动态环境。我们的方法使用随时可用的网络和服务器信息来构建信息素,该信息素确定从中下载数据的最佳服务器。我们证明了这种方法是自我优化的,并且能够适应环境中的动态变化。

著录项

  • 来源
    《IEICE Transactions on Information and Systems》 |2012年第12期|2852-2859|共8页
  • 作者单位

    Computing Research Center, High Energy Accelerator Research Organization (KEK), Tsukuba-shi, 305-0801 Japan;

    Dept of English, University of Liverpool, Liverpool, UK;

    Computing Research Center, High Energy Accelerator Research Organization (KEK), Tsukuba-shi, 305-0801 Japan;

    Computing Research Center, High Energy Accelerator Research Organization (KEK), Tsukuba-shi, 305-0801 Japan;

    Computing Research Center, High Energy Accelerator Research Organization (KEK), Tsukuba-shi, 305-0801 Japan;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    data grid; ACO; swarm intelligence; grid computing; file system; Irods;

    机译:数据网格;ACO;一群情报;网格计算;文件系统;艾罗兹;

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