• DocumentCode
    2359174
  • Title

    Automating Cellular Network Faults Prediction Using Mobile Intelligent Agents

  • Author

    Kogeda, Okuthe P. ; Nyika, Simbarashe

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Fort Hare, Alice, South Africa
  • fYear
    2009
  • fDate
    25-27 Aug. 2009
  • Firstpage
    1805
  • Lastpage
    1810
  • Abstract
    This paper presents an approach for prediction of faults in cellular networks using mobile intelligent agents. Cellular networks are uncertain and dynamic in their behavior hence the application of different artificial intelligent techniques for prediction, detection and identification of network failures, which can lead to more robust handling of unforeseen anomalies within a network environment. In this paper different artificial intelligent techniques are applied in developing platform independent, autonomous and robust agents that can report on any unforeseen anomaly within the infrastructure of a cellular network service provider. The specific design and implementation is done using Java Agent Development Framework (JADE). The experimental results obtained show 79% prediction accuracy.
  • Keywords
    Java; cellular radio; mobile agents; telecommunication computing; Java Agent Development Framework; artificial intelligent techniques; cellular network faults prediction automation; cellular network service provider; mobile intelligent agents; Africa; Artificial intelligence; Bayesian methods; Computer science; Intelligent agent; Intelligent networks; Land mobile radio cellular systems; Mobile computing; Predictive models; Software agents; Bayesian Networks; Cellular Networks; Fault Prediction; Mobile Intelligent Agents;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    INC, IMS and IDC, 2009. NCM '09. Fifth International Joint Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-1-4244-5209-5
  • Electronic_ISBN
    978-0-7695-3769-6
  • Type

    conf

  • DOI
    10.1109/NCM.2009.257
  • Filename
    5331380