• 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