Stochastic analysis of power-aware scheduling

A. Wierman, L. Andrew, A. Tang
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引用次数: 16

Abstract

Energy consumption in a computer system can be reduced by dynamic speed scaling, which adapts the processing speed to the current load. This paper studies the optimal way to adjust speed to balance mean response time and mean energy consumption, when jobs arrive as a Poisson process and processor sharing scheduling is used. Both bounds and asymptotics for the optimal speeds are provided. Interestingly, a simple scheme that halts when the system is idle and uses a static rate while the system is busy provides nearly the same performance as the optimal dynamic speed scaling. However, dynamic speed scaling which allocates a higher speed when more jobs are present significantly improves robustness to bursty traffic and mis-estimation of workload parameters.
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电力感知调度的随机分析
动态速度缩放可以使计算机系统的处理速度适应当前负载,从而降低计算机系统的能耗。本文研究了当作业作为泊松进程到达且采用处理器共享调度时,调整速度以平衡平均响应时间和平均能耗的最佳方法。给出了最优速度的界和渐近性。有趣的是,在系统空闲时停止并在系统繁忙时使用静态速率的简单方案提供了与最佳动态速度扩展几乎相同的性能。然而,动态速度扩展(当存在更多作业时分配更高的速度)显着提高了对突发流量和工作负载参数错误估计的鲁棒性。
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