Model Checking and Evaluating QoS of Batteries in MPSoC Dataflow Applications via Hybrid Automata

W. Ahmad, M. Jongerden, M. Stoelinga, J. Pol
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引用次数: 6

Abstract

System lifetime is a major design constraint for battery-powered mobile embedded systems. The increasing gap between the energy demand of portable devices and their battery capacities is further limiting durability of mobile devices. Thus, the guarantees over Quality of Service (QoS) of battery-constrained devices under strict battery capacities are of primary interest for mobile embedded systems' manufacturers and stakeholders. This paper presents a novel approach for deriving QoS of applications modelled as synchronous dataflow (SDF) graphs. We map these applications on heterogeneous multiprocessor platforms that are partitioned into Voltage and Frequency Islands, together with multiple kinetic battery models (KiBaMs). By modelling the whole system as hybrid automata, and applying model-checking, we evaluate, (1) system lifetime, and (2) minimum required initial battery capacities to achieve the desired application performance. We demonstrate that our approach shows a significant improvement in terms of scalability, as compared to a priced timed automata based KiBaM model. This approach also allows early detection of design errors via model checking.
基于混合自动机的MPSoC数据流应用中电池QoS的模型检测与评估
系统寿命是电池供电的移动嵌入式系统的主要设计限制。便携式设备的能源需求与其电池容量之间的差距越来越大,这进一步限制了移动设备的耐用性。因此,在严格的电池容量下,对电池受限设备的服务质量(QoS)的保证是移动嵌入式系统制造商和利益相关者的主要兴趣。本文提出了一种以同步数据流(SDF)图建模的应用程序的QoS派生方法。我们将这些应用映射到异构多处理器平台上,这些平台被划分为电压岛和频率岛,以及多个动态电池模型(kibam)。通过将整个系统建模为混合自动机,并应用模型检查,我们评估了(1)系统寿命,(2)实现预期应用性能所需的最小初始电池容量。我们证明,与基于定价时间自动机的KiBaM模型相比,我们的方法在可伸缩性方面有了显著的改进。这种方法还允许通过模型检查及早发现设计错误。
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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