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When Smart Grid Meets Geo-distributed Cloud: An Auction Approach to Datacenter Demand Response

机译:当智能电网符合地理分布云时: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:数据中心的需求响应设想为缓解所面临的智能电网运行稳定性问题,一个行之有效的手段。它使在峰值负载降低显著电位和便于分布式发电的掺入。从智能电网货币退款也可以缓解不断升级的电费云的负担。然而,目前的需求响应模式是迈向一个建立激励机制低效云,超过基于地理位置的数据中心运行。利用拍卖理论,这项工作提出了一种有效的激励机制,从地理分布的云彩引导学生需求响应。为了确定中标和其相应的支付,充当拍卖师需要解决的一组是极具挑战性的胜者决定问题的云。通过整合从Gibbs抽样方法和乘数的交替方向法技术,我们提出了一个分散的算法,每个数据中心进行对中标的选择和工作负载管理,打击经济效率,真实性和计算效率之间的平衡自主决定。通过广泛跟踪驱动的评估,我们证明了我们的激励机制构成了一个双赢的机制,为地理分布式云计算和智能电网两个。

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