Modeling and simulation of power consumption and execution times for real-time tasks on embedded heterogeneous architectures

Alessio Balsini, Luigi Pannocchi, T. Cucinotta
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引用次数: 12

Abstract

In this work, we introduce a power-consumption model for heterogeneous multicore architectures that captures the variability of energy consumption based on processing workload type, in addition to the classical variables considered in the literature, like type and frequency of the CPU. We motivate the approach presenting experimental results gathered on a Odroid-XU3 board equipped with an Arm big.LITTLE CPU, showing that power consumption has a non-negligible dependency on the workload type. We also present a model to define the execution time of the tasks, which depends on both the workload, and the CPU frequency and architecture. We present our modifications to the open-source RTSIM real-time scheduling simulator to extend its CPU power consumption and execution time duration models, integrating results taken from the real platform. The presented work constitutes a useful base for future research in power-aware real-time scheduling on heterogeneous platforms.
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嵌入式异构架构上实时任务的功耗和执行时间的建模和仿真
在这项工作中,我们为异构多核架构引入了一个功耗模型,除了文献中考虑的经典变量(如CPU的类型和频率)外,该模型还捕获了基于处理工作负载类型的能耗可变性。我们提出了在配备Arm big的Odroid-XU3板上收集的实验结果。LITTLE CPU,显示功耗与工作负载类型有不可忽略的依赖关系。我们还提供了一个模型来定义任务的执行时间,该时间取决于工作负载、CPU频率和体系结构。我们对开源RTSIM实时调度模拟器进行了修改,以扩展其CPU功耗和执行时间持续时间模型,并集成了来自真实平台的结果。本文的工作为今后异构平台上电力感知实时调度的研究奠定了有益的基础。
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