Correlated Rare Failure Analysis via Asymptotic Probability Evaluation
Publication
, Conference
Tao, J; Yu, H; Zhou, D; Su, Y; Zeng, X; Li, X
Published in: Proceedings Design Automation Conference
June 18, 2017
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. Our numerical experiments demonstrate that compared to the state-of-The-Art method, APE can reduce the estimation error by up to 45x without increasing the computational cost.
Duke Scholars
Published In
Proceedings Design Automation Conference
DOI
ISSN
0738-100X
Publication Date
June 18, 2017
Volume
Part 128280
Citation
APA
Chicago
ICMJE
MLA
NLM
Tao, J., Yu, H., Zhou, D., Su, Y., Zeng, X., & Li, X. (2017). Correlated Rare Failure Analysis via Asymptotic Probability Evaluation. In Proceedings Design Automation Conference (Vol. Part 128280). https://doi.org/10.1145/3061639.3062217
Tao, J., H. Yu, D. Zhou, Y. Su, X. Zeng, and X. Li. “Correlated Rare Failure Analysis via Asymptotic Probability Evaluation.” In Proceedings Design Automation Conference, Vol. Part 128280, 2017. https://doi.org/10.1145/3061639.3062217.
Tao J, Yu H, Zhou D, Su Y, Zeng X, Li X. Correlated Rare Failure Analysis via Asymptotic Probability Evaluation. In: Proceedings Design Automation Conference. 2017.
Tao, J., et al. “Correlated Rare Failure Analysis via Asymptotic Probability Evaluation.” Proceedings Design Automation Conference, vol. Part 128280, 2017. Scopus, doi:10.1145/3061639.3062217.
Tao J, Yu H, Zhou D, Su Y, Zeng X, Li X. Correlated Rare Failure Analysis via Asymptotic Probability Evaluation. Proceedings Design Automation Conference. 2017.
Published In
Proceedings Design Automation Conference
DOI
ISSN
0738-100X
Publication Date
June 18, 2017
Volume
Part 128280