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Energy efficient DVFS scheduling for mixed-criticality systems

机译:混合关键系统的节能DVFS调度

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Consolidating functionalities with different safety requirements into a common platform gives rise to mixed-criticality systems. The state-of-the-art research has focused on providing heterogeneous timing guarantees for tasks of varying criticality levels. This is achieved by dropping less critical tasks when critical tasks overrun. However, with drastically increased computing requirements and the often battery-operated nature of mixed-criticality systems, energy minimization for such systems is also becoming crucial. In fact, this has already been possible since many modern processors are equipped with the capacity of dynamic voltage and frequency scaling (DVFS), where processor frequency can be reduced at runtime to save energy. We present in this paper the first results known to date on applying DVFS to mixed-criticality systems. We show that DVFS can be used to help critical tasks to meet deadlines by speeding up the processor when they overrun. This will further allow the system to reserve less time budgets for task overrun. Thus, more slack can be explored to reduce the processor frequency to save energy for scenarios when tasks do not overrun. Since overrun is rare, such a strategy can greatly reduce the expected energy consumption for mixed-criticality systems. For solving the energy minimization problem, we formulate a convex program by integrating DVFS with a well-known mixed-criticality scheduling technique — EDF-VD. Furthermore, we present analytical results on this problem and propose an optimal algorithm to solve it. With both theoretical and experimental results, we demonstrate energy savings and various tradeoffs.
机译:将具有不同安全要求的功能整合到一个通用平台中,就产生了混合临界系统。最新的研究集中在为关键程度不同的任务提供异构时序保证。这是通过在关键任务超载时删除不太重要的任务来实现的。但是,随着计算需求的急剧增加以及混合关键系统通常由电池供电的特性,使此类系统的能量最小化也变得至关重要。实际上,这已经成为可能,因为许多现代处理器都配备了动态电压和频率缩放(DVFS)功能,可以在运行时降低处理器频率以节省能源。我们在本文中介绍了迄今为止将DVFS应用到混合临界系统中的第一个已知结果。我们展示了DVFS可通过在处理器超限时加快处理器速度来帮助关键任务按时完成任务。这将进一步允许系统为任务超限保留更少的时间预算。因此,在任务没有超载的情况下,可以探索更多的空闲时间来降低处理器频率,以节省能源。由于超限很少发生,因此这种策略可以大大降低混合临界系统的预期能耗。为了解决能量最小化问题,我们通过将DVFS与著名的混合临界调度技术EDF-VD集成来制定凸程序。此外,我们提出了关于该问题的分析结果,并提出了解决该问题的最佳算法。通过理论和实验结果,我们证明了节能效果和各种折衷方案。

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