• DocumentCode
    2027145
  • Title

    Transient performance evaluation of cloud computing applications and dynamic resource control in large-scale distributed systems

  • Author

    Mamani, Edwin L. C. ; Pereira, Lourenco A. ; Santana, Marcos J. ; Santana, Regina H. C. ; Nobile, Pedro Northon ; Monaco, Francisco Jose

  • Author_Institution
    Depto. de Sist. de Comput., Univ. de Sao Paulo, Sao Carlos, Brazil
  • fYear
    2015
  • fDate
    20-24 July 2015
  • Firstpage
    246
  • Lastpage
    253
  • Abstract
    This paper discusses on non-stationary performance evaluation and dynamic modeling of cloud computing environments. In computer systems, dynamic effects results from the filling of buffers, event-handling delays, non-deterministic I/O response times, network latency, among other factors. While computer systems performance evaluation under stationary workloads have met the needs of many engineering problems, new challenges arise as the deployment of increasingly complex and large-scale distributed systems becomes commonplace. One key aspect of this discussion is that transient analysis models how the system reacts to changes in the workload and may reveal that the resources necessary to support a high steady-state workload may not be sufficient to handle a small, but sudden, workload change, even of intensity far smaller than that supported by the system´s stationary capacity. This article elaborates on these issues under a control-theoretical approach.
  • Keywords
    cloud computing; distributed processing; software performance evaluation; cloud computing applications; dynamic resource control; large-scale distributed systems; nonstationary performance evaluation; transient analysis models; transient performance evaluation; Cloud computing; Computational modeling; Performance evaluation; Resource management; Steady-state; Time factors; Transient analysis; Auto-scaling; Cloud Computing; Control Theory; Quality of Service (QoS);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    High Performance Computing & Simulation (HPCS), 2015 International Conference on
  • Conference_Location
    Amsterdam
  • Print_ISBN
    978-1-4673-7812-3
  • Type

    conf

  • DOI
    10.1109/HPCSim.2015.7237046
  • Filename
    7237046