考虑电迁移效应的实时嵌入式系统寿命优化

Taeyoung Kim, Bowen Zheng, Hai-Bao Chen, Qi Zhu, V. Sukharev, S. Tan
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引用次数: 11

摘要

在本文中,我们提出了一种新的实时嵌入式处理器的寿命任务优化技术,考虑了电迁移引起的可靠性。新方法基于最近提出的一种基于物理的电迁移(EM)模型,用于在芯片级对电网网络进行更准确的EM评估。我们应用动态电压和频率缩放(DVFS)(通过选择任务的性能状态或p状态来管理电源),从而在不同的任务周期内运行处理器的生命周期。我们考虑了单速率和多速率嵌入式系统的抢占。为了对给定p状态下任务的平均故障时间(MTTF)进行建模,应用了响应面建模。然后,我们将可靠性优化问题构建为在时间约束下系统电磁致可靠性最大化的连续约束非线性优化问题,并通过模拟退火方法进一步求解。实验结果表明,对于低利用率系统,该调度方法可以在更小的功耗下显著提高系统的可靠性。与现有的任务调度方法相比,该方法可以在功率/能量和寿命之间实现近帕累托平衡点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Lifetime optimization for real-time embedded systems considering electromigration effects
In this article, we propose a new lifetime task optimization technique for real-time embedded processors considering the electromigration-induced reliability. The new approach is based on a recently proposed physics-based electromigration (EM) model for more accurate EM assessment of a power grid network at the chip level. We apply the dynamic voltage and frequency scaling (DVFS) (by selecting the performance states or p-states of the tasks to manage the power) and thus the lifetime of the processor running different tasks over their periods. We consider both single-rate and multi-rate embedded systems with preemption. To model the mean-time-to-failure (MTTF) of a task for a given p-state, response surface modeling is applied. We then frame the reliability optimization problem as the continuous constrained nonlinear optimization problem in which the system EM-induced reliability is maximized subject to the timing constraints, which is further solved by simulated annealing method. Experimental results show that for low utilization systems, significant reliability improvement can be achieved with even smaller power consumption than existing reliability-ignore scheduling method. The proposed method can lead to near Pareto's front trade-off between the power/energy and the lifetime compared to the existing task scheduling method.
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