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基于层次聚类法的网络延迟监测点放置

石恒华;许鑫
  

  1. (北京工业大学 计算机学院,北京 100022)
  • 收稿日期:1900-01-01 修回日期:1900-01-01 出版日期:2007-09-20 发布日期:2007-09-20

Network delay monitor placement based on the hierarchical clustering method

SHI Heng-hua;XU Xin
  

  1. (College of Computer Science, Beijing University of Technology, Beijing 100022)
  • Received:1900-01-01 Revised:1900-01-01 Online:2007-09-20 Published:2007-09-20

摘要: 针对Internet网络延迟监测点的放置问题,将其转化为网络拓扑图聚类问题。根据网络层次结构特性,使用层次聚类法对网络节点进行聚类。利用网络节点的差异性,提出使用递归去除1度异常节点算法,在保证网络拓扑结构基本不变的前提下减少异常节点对聚类结果的影响。提出在聚类结果的每个类中选取度数最大的节点作为对应的类中心,监测点被放置在类中心位置上。实验结果表明,层次聚类法中最长距离法更适合对网络节点进行聚类,递归去除1度异常节点算法能够进一步提高聚类效果,有效地解决了监测点的放置问题。

关键词: 网络延迟, 监测点, 层次聚类, 异常节点

Abstract: The problem of the Internet monitor placement is turned to that of the network topology cluster. The hierarchical clustering method set is selected to cluster the network nodes for the hierarchical characteristic of the network. An algorithm is put forward based on the difference between the network nodes, which recursively eliminates one out-degree exceptional node. Under the conditions of keeping the basics of the network topology, the proposed algorithm decreases the effect of exceptional nodes on the cluster result. We regard the maximum out-degree nodes in each cluster as the cluster centers, which are chosen as the monitors. Our simulation results show that the complete linkage method of the hierarchical clustering method set can better cluster the network nodes and the proposed algorithm can further improve the cluster result. The proposed algorithm effectively solves the problem of the Internet monitor placement.

Key words: network delay, monitor, hierarchical clustering, exceptional node

中图分类号: 

  • TP393.07
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