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The answer is blowing in the wind: Analysis of powering Internet data centers with wind energy

机译:答案随风飘扬:利用风能为互联网数据中心供电的分析

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Internet-scale data centers (IDCs) have rapidly proliferated to such an extent that their energy consumption and GreenHouse Gas (GHG) emissions have become an important concern to society. As a result, many IDC operators have started using renewable energy, e.g., wind power, to power their data centers. Unfortunately, the utilization of wind energy has stayed at a low ratio due to the intermittent nature of wind. This paper makes the case that it is in fact possible for a distributed IDC system to exploit multiple uncorrelated wind energy sources to significantly reduce the effect of intermittency and nearly achieve “entirely green” cloud-scale services. This result is obtained based on the analysis of real-world wind power traces from 69 wind farms. The idea is to leverage the front-end load dispatching server to send work to the location where wind power is available. We propose a wind-power-aware (WPA) policy that routes jobs based only on the current states of workloads and wind power availabilities in the data centers. We show that with the WPA policy more than 95% of energy consumption in IDCs can in fact be satisfied by wind power, and, secondly, that achieving this does not require the delaying of processing of jobs due to wind availability. We also show that the locations where data centers are placed play an important role in achieving high wind power utilization. Our analysis shows that wind power utilization can generally lie in a range from 44% to 96%, depending on how the locations of wind farms are selected. We propose a method for location selection that uses the coefficient of variation instead of the correlation coefficient, and show that with this method the utilization can lie in the high end of the above range. Finally, we verify these results by simulations that are based on real-world traces for both workloads and wind power generations.
机译:互联网规模的数据中心(IDC)迅速扩散到如此程度,以致其能耗和温室气体(GHG)排放已成为社会关注的重要问题。结果,许多IDC运营商已开始使用可再生能源(例如风能)来为其数据中心供电。不幸的是,由于风的间歇性,风能的利用一直保持较低的比率。本文认为,事实上,分布式IDC系统可以利用多个不相关的风能来显着降低间歇性影响并几乎实现“完全绿色”的云级服务。该结果是基于对来自69个风电场的真实风电轨迹的分析得出的。这个想法是利用前端负载分配服务器将工作发送到可以使用风力的位置。我们提出了一种风电感知(WPA)策略,该策略仅根据数据中心的工作负载和风电可用性的当前状态来路由作业。我们证明,通过WPA政策,IDC中超过95%的能源消耗实际上可以通过风力来满足,其次,实现这一目标并不需要由于风的可用性而延迟工作的处理。我们还表明,放置数据中心的位置在实现高风能利用率方面起着重要作用。我们的分析表明,取决于如何选择风电场的位置,风能利用率通常可以在44%至96%的范围内。我们提出了一种使用变异系数而不是相关系数的位置选择方法,并表明该方法的利用率可以在上述范围的高端。最后,我们通过基于工作负载和风力发电的真实世界跟踪的仿真来验证这些结果。

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