Evaluating the impact of planning long-term contracts on the management of a hybrid IT infrastructure

P. D. Maciel, F. Brasileiro, R. Lopes, Marcus Carvalho, M. Mowbray
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引用次数: 1

Abstract

The cloud computing market has emerged as an alternative for the provisioning of resources on a pay-as-you-go basis. This flexibility potentially allows clients of cloud computing solutions to reduce the total cost of ownership of their Information Technology infrastructures. On the other hand, this market-based model is not the only way to reduce costs. Among other solutions proposed, peer-to-peer (P2P) grid computing has been suggested as a way to enable a simpler economy for the trading of idle resources. In this paper, we consider an IT infrastructure which benefits from both of these strategies. In such a hybrid infrastructure, computing power can be obtained from in-house dedicated resources, from resources acquired from cloud computing providers, and from resources received as donations from a P2P grid. We take a business-driven approach to the problem and try to maximise the profit that can be achieved by running applications in this hybrid infrastructure. The execution of applications yields utility, while costs may be incurred when resources are used to run the applications, or even when they sit idle. We assume that resources made available from cloud computing providers can be either reserved in advance, or bought on-demand. We study the impact that long-term contracts established with the cloud computing providers have on the profit achieved. Anticipating the optimal contracts is not possible due to the many uncertainties in the system, which stem from the prediction error on the workload demand, the lack of guarantees on the quality of service of the P2P grid, and fluctuations in the future prices of on-demand resources. However, we show that the judicious planning of long term contracts can lead to profits close to those given by an optimal contract set. In particular, we model the planning problem as an optimisation problem and show that the planning performed by solving this optimization problem is robust to the inherent uncertainties of the system, producing profits that for some scenarios can be more than double those achieved by following some common rule-of-thumb approaches to choosing reservation contracts.
评估计划长期合同对混合IT基础设施管理的影响
云计算市场已经成为按现收现付方式提供资源的另一种选择。这种灵活性可能允许云计算解决方案的客户降低其信息技术基础设施的总拥有成本。另一方面,这种以市场为基础的模式并不是降低成本的唯一途径。在提出的其他解决方案中,点对点(P2P)网格计算被认为是一种使闲置资源交易更简单的经济方式。在本文中,我们考虑从这两种策略中获益的IT基础设施。在这样的混合基础设施中,计算能力可以从内部专用资源、从云计算提供商获得的资源以及从P2P网格获得的捐赠资源中获得。我们采用业务驱动的方法来解决这个问题,并尝试通过在这种混合基础设施中运行应用程序来实现利润最大化。应用程序的执行产生效用,而当资源用于运行应用程序时,甚至当它们处于空闲状态时,可能会产生成本。我们假设云计算提供商提供的资源要么可以提前预订,要么可以按需购买。我们研究了与云计算提供商签订的长期合同对实现利润的影响。由于系统中存在许多不确定性,无法预测最优合约,这些不确定性主要来自于对工作负荷需求的预测误差、P2P电网服务质量的缺乏保证以及未来按需资源价格的波动。然而,我们证明了长期合同的明智规划可以导致接近最优合同集的利润。特别是,我们将规划问题建模为一个优化问题,并表明通过解决该优化问题执行的规划对系统固有的不确定性具有鲁棒性,在某些情况下产生的利润可以比遵循一些常见的经验法则来选择预订合同所获得的利润多一倍。
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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