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A Study of Competitive Cloud Resource Pricing under a Smart Grid Environment

机译:智能电网环境下竞争云资源定价研究

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摘要

In the current IaaS cloud market, to achieve profit maximization, multiple cloud providers compete non-cooperatively by offering diverse price rates. At the same time, tenant consumers judiciously adjust demands accordingly, which in turn affects cloud resource prices. In this paper, we tackle this fundamental but daunting cloud price competition problem with Bertrand game modeling, and propose a dynamic game to achieve Nash equilibrium in a distributed manner. Specifically, we realistically consider spot electricity prices under a smart grid environment, and systematically investigate the impact of different system parameters such as network delay, renewable availability, and cloud resource substitutability. We also perform stability analysis to investigate the convergence of the proposed dynamic game to Nash equilibrium. Cooperation among cloud providers can achieve aggregate cloud profit maximization, but is subject to strategic manipulations. We then propose our Striker strategy to stimulate cooperation, the efficiency of which is validated by repeated game analysis. Our evaluation is augmented with realistic electricity prices in the spot energy market, and reveals insightful observations for both theoretic analysis and practical pricing scheme design.
机译:在当前的IaaS云市场中,为了实现利润最大化,多家云提供商通过提供不同的价格来进行非合作竞争。同时,租户消费者会明智地调整需求,从而影响云资源价格。在本文中,我们使用Bertrand博弈模型解决了这个基本但艰巨的云价格竞争问题,并提出了一种动态博弈以分布式方式实现Nash均衡。具体来说,我们切实考虑智能电网环境下的现货电价,并系统地研究不同系统参数(如网络延迟,可再生可用性和云资源可替代性)的影响。我们还进行稳定性分析,以研究拟议的动态博弈对Nash均衡的收敛性。云提供商之间的合作可以实现总的云利润最大化,但是需要进行战略操作。然后,我们提出了Striker策略来刺激合作,其效率通过反复的博弈分析得到了验证。我们的评估通过现货能源市场中的实际电价进行了补充,并提供了对理论分析和实际定价方案设计的深刻见解。

著录项

  • 作者

    Yan Y; Kwok YK; Jin X;

  • 作者单位
  • 年度 2013
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  • 原文格式 PDF
  • 正文语种 eng
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