Detection of traffic changes in large-scale backbone networks: The case of the Spanish academic network

被引:11
|
作者
Mata, Felipe [1 ]
Luis Garcia-Dorado, Jose [1 ]
Aracil, Javier [1 ]
机构
[1] Univ Autonoma Madrid, High Performance Comp & Networking Grp, E-28049 Madrid, Spain
关键词
Load change detection; On-line algorithm; Network management; OPEX saving; MULTIVARIATE SKEWNESS; KURTOSIS;
D O I
10.1016/j.comnet.2011.10.017
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Network management systems produce a huge amount of data in large-scale networks. For example, the Spanish academic network features hundreds of access and backbone links, each of which produces a link utilization time series. For the purpose of detecting relevant changes in traffic load a visual inspection of all such time series is required. As a result, the operational expenditure increases. In this paper, we present an on-line change detection algorithm to identify the relevant change points in link utilization, which are presented to the network manager through a graphical user interface. Consequently, the network manager only inspects those links that show a stationary and statistically significant change in the link load. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:686 / 702
页数:17
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