An Intelligent Complex Event Processing with D-S Evidence Theory in IT Centralized Monitoring

被引:0
作者
Cao, Bin [1 ]
Li, Jiyun [1 ]
机构
[1] Donghua Univ, Sch Comp Sci & Technol, Shanghai, Peoples R China
来源
INTERNET AND DISTRIBUTED COMPUTING SYSTEMS, IDCS 2013 | 2013年 / 8223卷
关键词
event correlation; complex event processing; uncertain; application performance signature; Dempster-Shafer theory;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For the mass events monitored from IT infrastructures, it is critical that how to use them effectively to get more valuable information is critical, especially for the large-scale enterprises, application performance issues have an immediate impact on customers' experience and satisfaction. The challenge is that the systems are under uncertain and dynamic operating conditions, so it is difficult to identify the complex critical situations from the large numbers of various events. The existing complex event processing (CEP) systems cannot solve the problem efficiently, in this paper, we propose an intelligent approach to solve the complex event correlation. Combining the CEP with Dempster-Shafer (D-S) evidence theory method, we can find the anomalies timely and locate the root cause automatically. It offers leverage by considering the real-time and accuracy in detecting events.
引用
收藏
页码:373 / 384
页数:12
相关论文
共 11 条
[1]  
Al-Ani A., 2011, ARXIV11070018
[2]   The CQL continuous query language: semantic foundations and query execution [J].
Arasu, A ;
Babu, S ;
Widom, J .
VLDB JOURNAL, 2006, 15 (02) :121-142
[3]  
Cranor C., 2003, P 2003 ACM SIGMOD IN
[4]  
Demers Alan J., 2007, CIDR, V7
[5]  
Etzion O., 2010, EVENT PROCESSING ACT
[6]   An epistemic event-based correlation approach for managing pervasive networks [J].
Ganapathy, Vinayak ;
Pissinou, Niki ;
Makki, S. Kami ;
Ali, Bakhtiar Qutub .
INTERNATIONAL JOURNAL OF NETWORK MANAGEMENT, 2012, 22 (01) :81-94
[7]  
Hong M., 2009, P 12 INT C EXT DAT T
[8]   Web services and business process management [J].
Leymann, F ;
Roller, D ;
Schmidt, MT .
IBM SYSTEMS JOURNAL, 2002, 41 (02) :198-211
[9]  
Mordeson J.N., 2013, LINEAR MODELS MATH U, V463, P41
[10]  
Narayanan K., 2011, P 4 ANN ACM BANG C A