Static probabilistic timing analysis in presence of faults

Chao-Wu Chen, L. Santinelli, J. Hugues, G. Beltrame
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引用次数: 13

Abstract

Accurate timing prediction for software execution is becoming a problem due to the increasing complexity of computer architecture, and the presence of mixed-criticality workloads. Probabilistic caches were proposed to set bounds to Worst Case Execution Time (WCET) estimates and help designers improve system resource usage. However, as technology scales down, system fault rates increase and timing behavior is affected. In this paper, we propose a Static Probabilistic Timing Analysis (SPTA) approach for caches with evict-on-miss random replacement policy using a state space modeling technique, with consideration of fault impacts on both timing analysis and task WCET. Different scenarios of transient and permanent faults are investigated. Results show that our proposed approach provides tight probabilistic WCET (pWCET) estimates and as fault rate increases, the timing behavior of the system can be affected significantly.
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存在故障时的静态概率定时分析
由于计算机体系结构日益复杂,以及混合临界工作负载的存在,软件执行的准确定时预测正成为一个问题。提出了概率缓存来设置最坏情况执行时间(WCET)估计的界限,并帮助设计人员改进系统资源使用。然而,随着技术规模的缩小,系统故障率会增加,定时行为也会受到影响。在本文中,我们提出了一种基于状态空间建模技术的静态概率时序分析(SPTA)方法,该方法考虑了故障对时序分析和任务WCET的影响。研究了瞬态故障和永久故障的不同情况。结果表明,该方法提供了严格的概率WCET (pWCET)估计,并且随着故障率的增加,系统的定时行为会受到显著影响。
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