暗硅时代多核平台的动态电源管理:多目标控制方法

A. Rahmani, M. Haghbayan, A. Kanduri, Awet Yemane Weldezion, P. Liljeberg, J. Plosila, A. Jantsch, H. Tenhunen
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引用次数: 48

摘要

在暗硅时代,基于运行时应用程序映射的多核系统的电源管理变得更具挑战性。它需要一种多目标控制方法来考虑总功耗的上限、工作负载的动态行为、处理元素的利用率、每核功耗和片上网络负载。在本文中,我们提出了一种同时考虑所有这些参数的多目标动态电源管理方法。细粒度的电压和频率缩放(包括近阈值操作)和每核功率门控被用于优化性能。此外,还设计了干扰抑制器,当新应用程序开始执行时,该干扰抑制器可以主动缩小正在运行的应用程序中的活动,以防止严重的功率预算违规。动态工作负载和混合时间关键型应用程序配置文件的仿真表明,与最先进的电源管理策略相比,我们的方法在遵守功率预算的同时有效地提高了系统吞吐量并减少了功率预算违规。
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Dynamic power management for many-core platforms in the dark silicon era: A multi-objective control approach
Power management of NoC-based many-core systems with runtime application mapping becomes more challenging in the dark silicon era. It necessitates a multi-objective control approach to consider an upper limit on total power consumption, dynamic behaviour of workloads, processing elements utilization, per-core power consumption, and load on network-on-chip. In this paper, we propose a multi-objective dynamic power management method that simultaneously considers all of these parameters. Fine-grained voltage and frequency scaling, including near-threshold operation, and per-core power gating are utilized to optimize the performance. In addition, a disturbance rejecter is designed that proactively scales down activity in running applications when a new application commences execution, to prevent sharp power budget violations. Simulations of dynamic workloads and mixed time-critical application profiles show that our method is effective in honoring the power budget while considerably boosting the system throughput and reducing power budget violation, compared to the state-of-the-art power management policies.
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