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Correlated Rare Failure Analysis via Asymptotic Probability Evaluation

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  • معلومة اضافية
    • بيانات النشر:
      ACM, 2017.
    • الموضوع:
      2017
    • نبذة مختصرة :
      In this paper, a novel Asymptotic Probability Estimation (APE) method is proposed to estimate the probability of correlated rare failure events for complex integrated systems containing a large number of replicated cells. The key idea is to approximate the failure rate of the entire system by solving a set of nonlinear equations derived from a general analytical model. An error refinement method based on Look-up Table (LUT) is further developed to improve numerical stability and, hence, reduce estimation error. Furthermore, a statistical algorithm based on re-sampling is developed to accurately estimate the confidence interval of APE. Our numerical experiments demonstrate that compared to the state-of-the-art method, APE can reduce the estimation error by up to 30× without increasing the computational cost.
    • الرقم المعرف:
      10.1145/3061639.3062217
    • الرقم المعرف:
      10.1109/tcad.2021.3073075
    • Rights:
      ACM Copyright Policies
      IEEE Copyright
    • الرقم المعرف:
      edsair.doi.dedup.....b68235f5e90be90394d90c0ea132e5b8