节能调度的Whittle指数方法

S. Aalto, P. Lassila
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引用次数: 1

摘要

可以将数据中心建模为一组并行队列,由调度程序决定将到达的作业路由到哪个队列。我们考虑一个马尔可夫设置下的能量感知调度系统,其中每个服务器在变为空时进入睡眠模式以节省能量,并且在睡眠后激活服务器会产生额外的设置延迟成本。我们试图通过应用所谓的惠特尔指数方法来优化性能-能量权衡。作为我们的主要成果,我们在一定的技术假设下,严格地证明了问题是可索引的,并导出了惠特尔索引的显式形式。数值算例表明,所得到的能量感知Whittle指数策略能够非常接近于数值计算得到的最优策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Whittle Index Approach to Energy-Aware Dispatching
A data center can be modeled as a set of parallel queues, and the dispatcher decides to which queue the arriving jobs are routed. We consider an energy-aware dispatching system in a Markovian setting, where each server upon becoming empty enters a sleep mode to save energy and to activate the server after sleep incurs an additional setup delay cost. We seek to optimize the performance-energy trade-off by applying the so-called Whittle index approach. As our main result, we rigorously prove, under a certain technical assumption, that the problem is indexable, and derive the explicit form of the Whittle index. Our numerical examples demonstrate that the resulting energy-aware Whittle index policy is able to perform very close to the numerically obtained optimal policy.
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