Optimal Reliability Design for Real-Time Systems with Dynamic Voltage and Frequency Scaling

Toshitaka Koga, T. Dohi, H. Okamura
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Abstract

In designing information communication devices such as real-time embedded systems, it is quite important to maximize the system performance under some hard energy constraints. As a useful technology to reduce the energy consumption in computer-based systems, the dynamic voltage and frequency scaling (DVFS) is becoming very popular. In this paper, we consider an optimal DVFS allocation problem by maximizing the system reliability subject to the hard real-time and energy constraints. More specifically, we formulate a reliability maximization problem when the task processing is probabilistic and is described by a discrete-time Markov chain. Two approximate formulas are proposed to calculate the system reliability efficiently. We perform the sensitivity analysis of model parameters in numerical examples, and also give a case study to design a Wi-Fi subsystem in terms of the DVFS allocation.
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动态电压频率标度实时系统的可靠性优化设计
在实时嵌入式系统等信息通信设备的设计中,如何在一定的硬能量约束下实现系统性能的最大化是非常重要的。作为一种有效降低计算机系统能耗的技术,动态电压频率标度(DVFS)越来越受到人们的重视。本文考虑了在硬实时性和能量约束下系统可靠性最大化的最优DVFS分配问题。更具体地说,我们提出了一个可靠性最大化问题,当任务处理是概率的,用离散时间马尔可夫链来描述。为了有效地计算系统的可靠度,提出了两个近似公式。通过数值算例对模型参数进行了敏感性分析,并给出了基于DVFS分配的Wi-Fi子系统的设计实例。
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