• DocumentCode
    2805463
  • Title

    Use of Neural Networks in the Management of Virtual Web Servers

  • Author

    Monteiro, André Felipe ; Azevedo, Marcus V. ; Sztajnberg, Alexandre

  • Author_Institution
    Postgrad. Program in Electron. Eng. - PEL, Rio de Janeiro State Univ., Rio de Janeiro, Brazil
  • fYear
    2011
  • fDate
    7-11 Nov. 2011
  • Firstpage
    182
  • Lastpage
    187
  • Abstract
    This work proposes using a neural network with self organizing maps, to build a configuration policy, which enables the management of a supporting infrastructure for Web applications using virtual machines. The neural network classifies the cluster´s operation states to perform configuration operations adding or subtracting resources from the cluster. The overall goal is to ensure quality of service required by the application, while trying to save energy, acting efficiently on physical servers (hosts) or manipulating the VMs. The work includes a performance evaluation carried out over a system implemented based on the proposed architecture.
  • Keywords
    Internet; configuration management; self-organising feature maps; software performance evaluation; virtual machines; virtualisation; configuration operations; configuration policy; neural networks; performance evaluation; quality of service; self organizing maps; virtual Web server management; Hardware; Monitoring; NASA; Process control; Self organizing feature maps; Virtual machine monitors; Web servers; energy saving; neural networks; virtualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing System Engineering (SBESC), 2011 Brazilian Symposium on
  • Conference_Location
    Florianopolis
  • Print_ISBN
    978-1-4673-0427-6
  • Type

    conf

  • DOI
    10.1109/SBESC.2011.35
  • Filename
    6114857