A survey and performance evaluation of decentralized aggregation schemes for autonomic management

A survey and performance evaluation of decentralized aggregation schemes for autonomic management
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自治管理分散聚合方案的调查和性能评估

DOI:
10.1002/nem.1875
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发表时间:
2014
影响因子:
1.5
通讯作者:
D. Gaïti
D. Gaïti
中科院分区:
计算机科学4区
文献类型:
--
作者:
R. Makhloufi;G. Doyen;Grégory Bonnet;D. Gaïti

文献摘要

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在过去的几年里,自主网络和服务管理已经成为传统管理方法的重要替代方案。在这些系统中,被称为自主管理器的分布式实体以自主和分散的方式执行监视和控制操作。监测包括提供有关系统状态的指标。已经提出了几种监测解决方案,使自主管理人员能够通过汇总过程获得有关指标的部分或全部信息。如此丰富的解决方案提出了关于在特定业务背景下和特定管理信息中选择聚合方案的重要问题,因为每一类解决方案都有不同的优点和缺点。这就是为什么,在本文中,我们提出了我们的自主网络和服务监控的分散聚合方案的研究结果。贡献是双重的:(i)基于细化分类法的分散聚合方案的调查;(ii)我们为比较典型聚合方案而进行的评估活动的结果。这些结果突出的背景下,在管理的网络行为以及信息动态,其中每个聚合方案优于其他,从而帮助自主管理系统的设计者在选择最佳方案,为他们的管理目的。版权所有© 2014约翰威利父子有限公司
Over the last few years, autonomic network and service management has emerged as a serious alternative to traditional management approaches. In these systems, distributed entities, called autonomic managers, perform monitoring and control operations in an autonomous and decentralized way. The monitoring consists of providing indicators on the state of the system. Several monitoring solutions have been proposed to enable autonomic managers to obtain a partial or complete knowledge of an indicator through aggregation processes. Such a profusion of solutions raises important questions regarding the choice of an aggregation scheme in a particular operational context and for a particular management information because each class of solution presents different benefits and weaknesses. That is why, in this paper, we present the result of our study of decentralized aggregation schemes for autonomic network and service monitoring. The contribution is twofold: (i) a survey of decentralized aggregation schemes based on a refined taxonomy; and (ii) the results of an evaluation campaign we performed to compare typical aggregation schemes. These results highlight the context, in terms of the managed network behaviour as well as information dynamics, in which each aggregation scheme outperforms the others, thus helping autonomic management system designers in choosing the best scheme for their management purpose. Copyright © 2014 John Wiley & Sons, Ltd