Title :
An improved network performance anomaly detection and localization algorithm
Author :
Wang, Guanjue ; Qiao, Yan ; Qiu, Xuesong ; Meng, Luoming
Author_Institution :
State Key Lab. of Networking & Switching Technol., Beijing Univ. of Posts & Telecommun., Beijing, China
Abstract :
In this paper, we introduce a network performance anomaly detection and localization method based on active probing, aiming at avoiding waste of unnecessary probes and reducing detecting time by decreasing selecting rounds in detection phase. We propose a method of classifying detection strategies in order to find a balance between extra calculation and link load. Also we optimized the procedures of one of the strategies so that instead of finding a local optimal solution, we get a global optimal approach. An algorithm that can adapt to multi anomaly link networks is proposed and several issues during detection phase were being discussed. Finally we simulate a former representative algorithm and our improved method on different network topologies. The results show that our improved algorithm outperforms the former one in both probe selecting rounds during detection phase by 10%.
Keywords :
computer network performance evaluation; telecommunication network topology; telecommunication security; active probing; anomaly detection; anomaly localization; global optimal approach; network performance; network topologies; Bandwidth; Classification algorithms; Loss measurement; Monitoring; Network topology; Probes; Radiation detectors; active probing; anomaly detection; anomaly localization; network performance management;
Conference_Titel :
Network Operations and Management Symposium (APNOMS), 2012 14th Asia-Pacific
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-4494-4
Electronic_ISBN :
978-1-4673-4495-1
DOI :
10.1109/APNOMS.2012.6356045