Title :
A Novel Approach for Network Event Correlation Based on Set Covering
Author :
Zheng, Qiuhua ; Hu, Weihua ; Qian, Yuntao ; Yao, Min ; Wang, Xianglin ; Chen, Jing
Author_Institution :
Coll. of Comput. & Sci., Hangzhou Dianzi Univ., Hangzhou
Abstract :
This paper proposes a novel network event correlation approach based on set covering. Firstly, we present a triple-layer belief network FPM by considering alarm loss and spurious faults into the bipartite graph FPM which used by IHU algorithm, then present the measurement of fault hypothesis. On basic of this model, we present a recursive algorithm for creating fault hypotheses. Compared with the IHU-based approach, the RHC algorithm can get all hypotheses which satisfy the relevance and non-redundant indexes during the hypotheses creating procedure. Simulations show the RHC algorithm is more accuracy than the IHU algorithm, especially in the circumstances with alarm losses and spurious alarms.
Keywords :
belief networks; fault diagnosis; graph theory; telecommunication computing; telecommunication network reliability; alarm loss; bipartite graph; network event correlation; nonredundant indexes; set covering; spurious faults; triple-layer belief network; Bipartite graph; Computer networks; Computer science; Correlation; Educational institutions; Fuzzy systems; Hospitals; Inference algorithms; Large-scale systems; Loss measurement; Fault Propagation Model; Network Fault Diagnosis; Non-deterministic Event Correlation; Set Covering;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location :
Shandong
Print_ISBN :
978-0-7695-3305-6
DOI :
10.1109/FSKD.2008.163