• DocumentCode
    2356710
  • Title

    A stochastic control model for deployment of dynamic grid services

  • Author

    England, Darin ; Weissman, Jon

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Minnesota Univ., Minneapolis, MN, USA
  • fYear
    2004
  • fDate
    8 Nov. 2004
  • Firstpage
    192
  • Lastpage
    199
  • Abstract
    We introduce a formal model for deployment and hosting of a dynamic grid service wherein the service provider must pay a resource provider for the use of computational resources. Our model produces policies that balance the number of required resources with the desire to keep the cost of hosting the service to a minimum. The two components of cost that we consider are the deployment cost and the cost to keep the service active, which we view as a lease. We cast the problem in a dynamic programming framework and we are able to show that the model makes good leasing decisions in the face of such uncertainties as random demand for the service and random execution times of service requests. The results show that the policies obtained from the model reduce the cost of hosting a service and significantly reduce the variance of that cost.
  • Keywords
    cost optimal control; decision making; dynamic programming; grid computing; random processes; resource allocation; stochastic processes; computational resources; dynamic grid service; dynamic programming framework; stochastic control model; Application software; Cities and towns; Computer science; Costs; Dynamic programming; Grid computing; Software performance; Stochastic processes; Uncertainty; Web services;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Grid Computing, 2004. Proceedings. Fifth IEEE/ACM International Workshop on
  • ISSN
    1550-5510
  • Print_ISBN
    0-7695-2256-4
  • Type

    conf

  • DOI
    10.1109/GRID.2004.4
  • Filename
    1382831