A stochastic control model for deployment of dynamic grid services

D. England, J. Weissman
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引用次数: 12

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.
动态网格服务部署的随机控制模型
我们为动态网格服务的部署和托管引入了一个正式模型,其中服务提供者必须为计算资源的使用向资源提供者付费。我们的模型产生的策略可以平衡所需资源的数量,并将托管服务的成本保持在最低水平。我们考虑的两个成本组成部分是部署成本和保持服务活动的成本,我们将其视为租赁。我们将问题置于一个动态规划框架中,并且我们能够证明该模型在面对诸如服务随机需求和服务请求随机执行时间等不确定性时做出了良好的租赁决策。结果表明,从模型中获得的策略降低了托管服务的成本,并显著降低了该成本的方差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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