Metric Based Multi-Timescale Control for Reducing Power in Embedded Systems

N. Kataria, F. Brewer, J. Hespanha, T. Sherwood
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Abstract

Digital control for embedded systems often requires low-power, hard real-time computation to satisfy high control-loop bandwidth, low latency, and low-power requirements. In particular, the emerging applications of Micro Electro-Mechanical Systems (MEMS) sensors, and their increasing integration, presents a challenging requirement to embed ultra-low power digital control architectures for these lithographically formed micro-structures. Controlling electromechanical structures of such a small scale, using naive digital controllers, can be prohibitively expensive (both in power and cost for portable or battery operated applications.) In this paper, we describe the potential for control systems to be transformed into a set of co-operating parallel linear systems and demonstrate, for the first time, that this parallelization can reduce the total number of instructions executed, thereby reducing power, at the expense of controlled loss in control fidelity. Since the error tolerance of linear feedback control systems is mathematically well-posed, this technique opens up a new, independent dimension for system optimization. We present a novel Computer-Aided Design (CAD) method to evaluate control fidelity, with varying timescales on the controller, and analyze the trade-off between performance and power dissipation. A CAD Metric for control fidelity is proposed and we demonstrate the potential for power savings using this decomposition on two different control problems.
基于度量的多时间尺度嵌入式系统功耗控制
嵌入式系统的数字控制通常需要低功耗、硬实时计算来满足高控制环路带宽、低延迟和低功耗要求。特别是,微机电系统(MEMS)传感器的新兴应用及其集成度的提高,对这些光刻形成的微结构嵌入超低功耗数字控制架构提出了具有挑战性的要求。使用幼稚的数字控制器控制如此小规模的机电结构,可能会非常昂贵(对于便携式或电池供电的应用程序来说,无论是功率还是成本)。在本文中,我们描述了将控制系统转换为一组合作并行线性系统的潜力,并首次证明了这种并行化可以减少执行指令的总数,从而降低功率,代价是控制保真度的控制损失。由于线性反馈控制系统的误差容忍度在数学上是适定的,该技术为系统优化开辟了一个新的、独立的维度。我们提出了一种新的计算机辅助设计(CAD)方法来评估控制器的保真度,在控制器上改变时间尺度,并分析性能和功耗之间的权衡。提出了一种用于控制保真度的CAD度量,并在两个不同的控制问题上演示了使用这种分解的节能潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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