A Dynamic Complex Event Processing Architecture for Cloud Monitoring and Analysis

被引:8
|
作者
Mdhaffar, Afef [1 ,2 ]
Ben Halima, Riadh [2 ]
Jmaiel, Mohamed [2 ]
Freisleben, Bernd [1 ]
机构
[1] Univ Marburg, Dept Math & Comp Sci, D-35032 Marburg, Germany
[2] Univ Sfax, Natl Sch Engineers, Sfax, Tunisia
来源
2013 IEEE FIFTH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM), VOL 2 | 2013年
关键词
Cloud Computing; Complex Event Processing; Performance Analysis; Dynamic Architecture; ROBUST STATISTICS;
D O I
10.1109/CloudCom.2013.146
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cloud monitoring and analysis are challenging tasks that have recently been addressed by Complex Event Processing (CEP) techniques. CEP systems can process many incoming event streams and execute continuously running queries to analyze the behavior of a Cloud. Based on a Cloud performance monitoring and analysis use case, this paper experimentally evaluates different CEP architectures in terms of precision, recall and other performance indicators. The results of the experimental comparison are used to propose a novel dynamic CEP architecture for Cloud monitoring and analysis. The novel dynamic CEP architecture is designed to dynamically switch between different centralized and distributed CEP architectures depending on the current machine load and network traffic conditions in the observed Cloud environment.
引用
收藏
页码:270 / 275
页数:6
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