Title :
Alarm fuzzy association rules parallel mining in multi-domain distributed communication network
Author :
Xiaojie Leng ; Xingming Li
Author_Institution :
Sch. of Commun. & Inf. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China
Abstract :
Network is divided into different management domains in large-scale communication system, each management domain has its own Local Management Site. The distributed characteristics of network determine the Global Management Site with several Local Management Sites to meet a distributed architecture. This paper proposes a new algorithm called PFAARM (parallel fuzzy alarm association rules mining algorithm), which can be used for alarm fuzzy association rules parallel mining in multi-domain distributed communication network. Alarm correlation analysis can be executed in parallel both in Global Management Site and Local Management Sites. Fuzzy association rules can be achieved within inner-and inter-domain alarms. On the basis of alarm correlation analysis in single management domain, the introduction of inter-domain alarm fuzzy association rules, which are based on inter-domain communication relationship, gives another essential clue for fault location. Meanwhile, it´s of great significance for quick and efficient fault location. The simulation results illustrated its feasibility and efficiency.
Keywords :
data mining; parallel processing; PFAARM; alarm correlation analysis; alarm fuzzy association rules parallel mining; distributed architecture; distributed characteristics; global management site; inner-domain alarms; inter-domain alarm fuzzy association rules; inter-domain alarms; inter-domain communication relationship; large-scale communication system; local management sites; multidomain distributed communication network; parallel fuzzy alarm association rules mining algorithm; single management domain; Fault Diagnosis; Fuzzy Association Rule; Fuzzy Logic; Multi-domain Distributed Network; Parallel Algorithm;
Conference_Titel :
Communication Technology (ICCT), 2012 IEEE 14th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4673-2100-6
DOI :
10.1109/ICCT.2012.6511270