为高能效数据中心提供基于时间稳定性的性能保障

Soongeol Kwon, N. Gautam
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引用次数: 9

摘要

我们考虑一个由多个并行单服务器队列组成的系统,其中服务器是异构的,具有不同容量的资源,并且可以在上电时以不同的速度打开或关闭。此外,我们假设应用程序请求是异构的,具有不同的工作负载分布和资源需求,并且请求的到达率随时间变化。管理这样一个异构、瞬态和非平稳的系统是一个巨大的挑战。我们采用了一种非常规的方法,因为我们强制每个启动的服务器中的队列长度是时间稳定的(即静止的)。它使操作人员能够保证性能并有效地监控系统。我们制定了一个混合整数方案,以最小化能源消耗,同时满足时间稳定性。仿真结果表明,该方法可以稳定队列长度分布,并在等待时间上提供概率性能保证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Guaranteeing performance based on time-stability for energy-efficient data centers
ABSTRACT We consider a system of multiple parallel single-server queues where servers are heterogeneous with resources of different capacities and can be powered on or off while running at different speeds when they are powered on. In addition, we assume that application requests are heterogeneous with different workload distributions and resource requirements and the arrival, rates of request are time-varying. Managing such a heterogeneous, transient, and non-stationary system is a tremendous challenge. We take an unconventional approach, in that we force the queue lengths in each powered-on server to be time-stable (i.e., stationary). It allows the operators to guarantee performance and effectively monitor the system. We formulate a mixed-integer program to minimize energy costs while satisfying time-stability. Simulation results show that our suggested approach can stabilize queue length distributions and provide probabilistic performance guarantees on waiting times.
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来源期刊
IIE Transactions
IIE Transactions 工程技术-工程:工业
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4.5 months
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