• DocumentCode
    728168
  • Title

    An LPV approach to performance modeling of a web server on a private cloud

  • Author

    Saikrishna, P.S. ; Bhatt, Nirav P. ; Pasumarthy, Ramkrishna

  • Author_Institution
    Dept. of Electr. Eng. & Nirav Bhatt, IIT Madras, Chennai, India
  • fYear
    2015
  • fDate
    1-3 July 2015
  • Firstpage
    1519
  • Lastpage
    1524
  • Abstract
    This paper presents dynamic modeling of a webserver hosted on a private cloud using grey box identification technique. In contrast to the results in literature, we model the web-server as a linear parameter varying (LPV) state space system valid around several well defined operating regions. We programmatically generate synthetic HTTP load based on open source workload tool called httperf to obtain response time as performance metric. Finally, we validate the models on test data by conducting experiments in the actual Eucalyptus cloud environment.
  • Keywords
    cloud computing; data privacy; linear parameter varying systems; Eucalyptus cloud environment; LPV approach; Web server; grey box identification technique; httperf open source workload tool; linear parameter varying approach; private cloud; state space system; synthetic HTTP load generation; Cloud computing; Computational modeling; Hardware; Load modeling; Time factors; Virtual machining; Web servers;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2015
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    978-1-4799-8685-9
  • Type

    conf

  • DOI
    10.1109/ACC.2015.7170948
  • Filename
    7170948