Prediction of Timing Constraint Violation for Real-Time Embedded Systems with Known Transient Hardware Failure Distribution Model

Yue Yu, Shangping Ren, O. Frieder
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引用次数: 14

Abstract

We apply interval-based timing constraint satisfaction probability results to predict timing constraint violations in real-time embedded system with a known hardware transient failure model. A previous study indicated that hardware transient failures follow a Poisson distribution with an average failure arrival rate lambda. Under this model, the distribution of time intervals between successive failures follows an exponential distribution with the same parameter lambda. Our goal is to use the statistical transient failure models to calculate the earliest time at which we can predict, with a determined level of confidence, that a given timing constraint may be violated. This earlier prediction provides time-critical systems with valuable time before the deadline is reached to adapt themselves, and hence, to minimize possible negative impacts caused by timing constraint violations
已知暂态硬件故障分布模型的实时嵌入式系统时间约束违反预测
我们应用基于区间的时序约束满足概率结果来预测具有已知硬件暂态故障模型的实时嵌入式系统的时序约束违反情况。先前的研究表明,硬件暂态故障遵循泊松分布,平均故障到达率为lambda。在该模型下,连续故障之间的时间间隔分布遵循相同参数λ的指数分布。我们的目标是使用统计暂态失效模型来计算我们可以预测的最早时间,在确定的置信度水平下,给定的时间约束可能被违反。这种较早的预测为时间关键型系统提供了在达到最后期限之前的宝贵时间来进行自我调整,从而将违反时间约束所造成的可能的负面影响降至最低
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