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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
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MLA
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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