Resource and Revenue Sharing with Coalition Formation of Cloud Providers: Game Theoretic Approach

D. Niyato, A. Vasilakos, K. Zhu
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引用次数: 157

Abstract

In cloud computing, multiple cloud providers can cooperate to establish a resource pool to support internal users and to offer services to public cloud users. In this paper, we study the cooperative behavior of multiple cloud providers. The hierarchical cooperative game model is presented. First, given a group (i.e., coalition) of cloud providers, the resource and revenue sharing of a resource pool is presented. To obtain the solution, we develop the stochastic linear programming game model which takes the uncertainty of internal users from each provider into account. We show that the solution of the stochastic linear programming game is the core of cooperation. Second, we analyze the stability of the coalition formation among cloud providers based on coalitional game. The dynamic model of coalition formation is used to obtain stable coalitional structures. The resource and revenue sharing and coalition formation of cloud providers are intertwined in which the proposed hierarchical cooperative game model can be used to obtain the solution. An extensive performance evaluation is performed to investigate the decision making of cloud providers when cooperation can lead to the higher profit.
云供应商联盟形成中的资源和收益共享:博弈论方法
在云计算中,多个云提供商可以合作建立一个资源池来支持内部用户,并向公有云用户提供服务。本文研究了多个云提供商之间的合作行为。提出了分层合作博弈模型。首先,给定一组云提供商(即联盟),呈现资源池的资源和收益共享。为了求解这一问题,我们建立了考虑各供应商内部用户不确定性的随机线性规划博弈模型。我们证明了随机线性规划博弈的解是合作的核心。其次,基于联盟博弈分析了云提供商联盟形成的稳定性。利用联盟形成的动力学模型得到稳定的联盟结构。云提供商之间的资源收益共享和联盟形成是相互交织的,本文提出的分层合作博弈模型可以得到解决方案。本文进行了广泛的绩效评估,以调查云提供商在合作可以带来更高利润的情况下的决策。
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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