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When smart grid meets geo-distributed cloud: An auction approach to datacenter demand response

机译:当智能电网遇到地理分布的云时:数据中心需求响应的拍卖方法

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Datacenter demand response is envisioned as a promising tool for mitigating operational stability issues faced by smart grids. It enables significant potentials in peak load reduction and facilitates the incorporation of distributed generation. Monetary refund from the smart grid can also alleviate the cloud's burden in escalating electricity cost. However, the current demand response paradigm is inefficient towards incentivizing a cloud that runs over geo-distributed datacenters. Leveraging auction theory, this work presents an efficient incentive mechanism to elicit demand response from geo-distributed clouds. To determine the winning bids and their corresponding payments, the cloud that acts as the auctioneer needs to solve a set of winner determination problems that are highly challenging. By integrating techniques from the Gibbs sampling method and the alternating direction method of multipliers, we propose a decentralized algorithm for each datacenter to make autonomous decisions on winning bid selection and workload management, striking a balance among the economic efficiency, truthfulness and the computational efficiency. Through extensive trace-driven evaluations, we demonstrate that our incentive mechanism constitutes a win-win mechanism for both the geo-distributed cloud and the smart grid.
机译:数据中心需求响应被认为是缓解智能电网所面临的运营稳定性问题的有前途的工具。它在降低峰值负载方面具有显着的潜力,并有助于整合分布式发电。来自智能电网的货币退款还可以减轻云计算在不断上涨的电力成本中的负担。但是,当前的需求响应范例无法有效地激励在地理分布的数据中心上运行的云。利用拍卖理论,这项工作提出了一种有效的激励机制,可以引起来自地理分布云的需求响应。为了确定中标价格及其相应的付款方式,充当拍卖师的云需要解决一系列极具挑战性的中标确定问题。通过整合Gibbs采样方法和乘法器交替方向方法的技术,我们为每个数据中心提出了一种去中心化算法,以自主决定中标选择和工作量管理,在经济效率,真实性和计算效率之间取得平衡。通过广泛的跟踪驱动评估,我们证明了我们的激励机制构成了地理分布云和智能电网的双赢机制。

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