DocumentCode
1914059
Title
Investigation and practical assessment of alarm correlation methods for the use in GSM access networks
Author
Wietgrefe, Hermann
Author_Institution
NATO C3 Agency, The Hague, Netherlands
fYear
2002
fDate
2002
Firstpage
391
Lastpage
403
Abstract
This paper compares and assesses several alarm correlation methods for their suitability and performance in global systems for mobile communications (GSM). The assessment criteria used reflect the special circumstances found in these networks. A high importance is given to the aspects related to a practical and feasible network management. Of the neural networks investigated, the cascade correlation learning algorithm performs best. This approach is compared with correlation techniques proposed in the literature: rule-based diagnosis, model based diagnosis and alarm correlation using codebooks. It is shown that for alarm correlation in a GSM access network the proposed cascade correlation approach is superior to the other correlation techniques.
Keywords
case-based reasoning; cellular radio; correlation methods; fault diagnosis; knowledge based systems; learning (artificial intelligence); model-based reasoning; neural nets; radio access networks; telecommunication computing; telecommunication network management; GSM access networks; alarm correlation methods; cascade correlation learning algorithm; case based reasoning; codebook method; global systems for mobile communications; model based reasoning; network management; neural networks; rule based reasoning; Base stations; Books; Correlation; GSM; Intelligent networks; Microwave devices; Network topology; Neural networks; Protocols; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Network Operations and Management Symposium, 2002. NOMS 2002. 2002 IEEE/IFIP
Print_ISBN
0-7803-7382-0
Type
conf
DOI
10.1109/NOMS.2002.1015597
Filename
1015597
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