A formal approach to robustness maximization of complex heterogeneous embedded systems

A. Hamann, R. Racu, R. Ernst
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引用次数: 30

Abstract

Embedded system optimization typically considers objectives such as cost, timing, buffer sizes and power consumption. Robustness criteria, i.e. sensitivity of the system to variations of properties like execution and transmission delays, input data rates, CPU clock rates, etc., has found less attention despite its practical relevance. In this paper we introduce robustness metrics and propose an algorithm considering these metrics in design space exploration and system optimization. The algorithm can optimize for static and for dynamic robustness, the latter including system or designer reactions to property variations. We explain several applications ranging from platform optimization to critical component identification. By means of extensive experiments we show that design space exploration pursuing classical design goals does not necessarily yield robust systems, and that our method leads to systems with significantly higher design robustness.
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复杂异构嵌入式系统鲁棒性最大化的形式化方法
嵌入式系统优化通常考虑成本、时间、缓冲区大小和功耗等目标。鲁棒性标准,即系统对执行和传输延迟、输入数据速率、CPU时钟速率等属性变化的敏感性,尽管具有实际意义,但却很少受到关注。本文介绍了鲁棒性度量,并提出了一种考虑鲁棒性度量在设计空间探索和系统优化中的算法。该算法可以优化静态和动态鲁棒性,后者包括系统或设计者对属性变化的反应。我们解释了从平台优化到关键组件识别的几个应用程序。通过广泛的实验,我们表明,追求经典设计目标的设计空间探索不一定会产生鲁棒性系统,并且我们的方法会导致具有更高设计鲁棒性的系统。
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