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Network optimization system implementing distributed particle swarm optimization

机译:实现分布式粒子群优化的网络优化系统

摘要

Described is a distributed network optimization system implementing distributed particle swarm optimization, which allows multiple nodes to cooperate in searching efficiently for a set of parameter values that optimizes overall network performance. The system comprises a multi-dimensional network parameter space with software agents configured to operate as a cooperative swarm to locate an objective function optima. The software agents are individually distributed across multiple nodes in the network, and each node processes a portion of each software agent to obtain information regarding the local performance of the software agent. A global measure of network performance is then computed based on sharing of local performance information between nodes, which each node uses to adjust its parameters accordingly. In this manner, the global utility of the network can be optimized using local processing only. Also described is a method of utilizing the system.
机译:描述了一种实现分布式粒子群优化的分布式网络优化系统,该系统允许多个节点有效协作以搜索一组参数值,从而优化整体网络性能。该系统包括具有软件代理的多维网络参数空间,该软件代理被配置为作为协作群以定位目标函数最优值。软件代理分别分布在网络中的多个节点上,每个节点处理每个软件代理的一部分,以获得有关软件代理本地性能的信息。然后,基于节点之间本地性能信息的共享来计算网络性能的全局度量,每个节点都使用该信息相应地调整其参数。这样,仅使用本地处理就可以优化网络的全局实用性。还描述了一种利用该系统的方法。

著录项

  • 公开/公告号US8018874B1

    专利类型

  • 公开/公告日2011-09-13

    原文格式PDF

  • 申请/专利权人 YURI OWECHKO;

    申请/专利号US20090387752

  • 发明设计人 YURI OWECHKO;

    申请日2009-05-06

  • 分类号H04L12/28;

  • 国家 US

  • 入库时间 2022-08-21 18:10:32

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