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
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