• DocumentCode
    3216238
  • Title

    Long-Term CPU Load Prediction System for Scheduling of Distributed Processes and its Implementation

  • Author

    Sugaya, Yoshihiro ; Tatsumi, Hiroshi ; Kobayashi, Mitiharu ; Aso, Hirotomo

  • Author_Institution
    Tohoku Univ., Sendai
  • fYear
    2008
  • fDate
    25-28 March 2008
  • Firstpage
    971
  • Lastpage
    977
  • Abstract
    There exist distributed processing environments composed of many heterogeneous computers. It is required to schedule distributed parallel processes in an appropriate manner. For the scheduling, prediction of execution load of a process is effective to exploit resources of environments. We propose long-term load prediction methods with references of properties of processes and of runtime predictions. Since an appropriate prediction method is different according to the situation, we propose a prediction module selection to select an appropriate prediction method according to a state of changing CPU load using a neural network. We also discuss about the implementation of a long-term CPU load prediction system, which provides information including prediction of load for schedulers, system administrators and users.
  • Keywords
    neural nets; parallel processing; processor scheduling; CPU load prediction system; distributed parallel processes; distributed process scheduling; heterogeneous computers; neural network; system administrators; Application software; Central Processing Unit; Computer networks; Load management; Neural networks; Prediction methods; Processor scheduling; Resource management; Runtime; Timing; Long-Term CPU load prediction; load balancing; runtime prediction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Information Networking and Applications, 2008. AINA 2008. 22nd International Conference on
  • Conference_Location
    Okinawa
  • ISSN
    1550-445X
  • Print_ISBN
    978-0-7695-3095-6
  • Type

    conf

  • DOI
    10.1109/AINA.2008.135
  • Filename
    4482811