• DocumentCode
    2014569
  • Title

    Introducing Queuing Network-Based Performance Awareness in Autonomic Systems

  • Author

    Harbaoui, Ahmed ; Salmi, Nabila ; Dillenseger, Bruno ; Vincent, Jean-Marc

  • Author_Institution
    Orange Labs., Grenoble, France
  • fYear
    2010
  • fDate
    7-13 March 2010
  • Firstpage
    7
  • Lastpage
    12
  • Abstract
    This paper advocates for the introduction of performance awareness in autonomic systems. The motivation is to be able to predict the performance of a target configuration when a self-* feature is planning a system reconfiguration.We propose a global and partially automated process based on queues and queuing networks models. This process includes decomposing a distributed application into black boxes, identifying the queue model for each black box and assembling these models into a queuing network according to the candidate target configuration. Finally, performance prediction is performed either through simulation or analysis.This paper sketches the global process and focuses on the black box model identification step. This step is automated thanks to a load testing platform enhanced with a workload control loop. Model identification is then based on statistical tests. The model identification process is illustrated by experimental results.
  • Keywords
    fault tolerant computing; queueing theory; software management; software performance evaluation; statistical testing; autonomic system performance awareness; black box model identification; load testing platform; model identification process; performance prediction analysis; queuing network model; statistical tests; system reconfiguration planning; workload control loop; Analytical models; Assembly; Automatic control; Automatic testing; Computer network management; Containers; Information technology; Middleware; Performance analysis; Predictive models; autonomic computing; black box; load injection; modelling; performance; queue model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Autonomic and Autonomous Systems (ICAS), 2010 Sixth International Conference on
  • Conference_Location
    Cancun
  • Print_ISBN
    978-1-4244-5915-5
  • Type

    conf

  • DOI
    10.1109/ICAS.2010.9
  • Filename
    5442613