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Efficient parametric yield extraction for multiple correlated non-normal performance distributions of analog/RF circuits

Publication ,  Conference
Li, X; Pileggi, LT
Published in: Proceedings - Design Automation Conference
August 2, 2007

In this paper we propose an efficient numerical algorithm to estimate the parametric yield of analog/RF circuits with consideration of large-scale process variations. Unlike many traditional approaches that assume Normal performance distributions, the proposed approach is especially developed to handle multiple correlated non-Normal performance distributions, thereby providing better accuracy than other traditional techniques. Starting from a set of quadratic performance models, the proposed parametric yield extraction conceptually maps multiple correlated performance constraints to a single auxiliary constraint using a MAX(·) operator. As such, the parametric yield is uniquely determined by the probability distribution of the auxiliary constraint and, therefore, can be easily computed. In addition, a novel second-order statistical Taylor expansion is proposed for an analytical MAX(·) approximation, facilitating fast yield estimation. Our numerical examples in a commercial BiCMOS process demonstrate that the proposed algorithm provides 2-3x error reduction compared with a Normal-distribution-based method, while achieving orders of magnitude more efficiency than the Monte Carlo analysis with 10 4 samples. Copyright 2007 ACM.

Duke Scholars

Published In

Proceedings - Design Automation Conference

DOI

ISSN

0738-100X

Publication Date

August 2, 2007

Start / End Page

928 / 933
 

Citation

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Li, X., & Pileggi, L. T. (2007). Efficient parametric yield extraction for multiple correlated non-normal performance distributions of analog/RF circuits. In Proceedings - Design Automation Conference (pp. 928–933). https://doi.org/10.1109/DAC.2007.375297
Li, X., and L. T. Pileggi. “Efficient parametric yield extraction for multiple correlated non-normal performance distributions of analog/RF circuits.” In Proceedings - Design Automation Conference, 928–33, 2007. https://doi.org/10.1109/DAC.2007.375297.
Li X, Pileggi LT. Efficient parametric yield extraction for multiple correlated non-normal performance distributions of analog/RF circuits. In: Proceedings - Design Automation Conference. 2007. p. 928–33.
Li, X., and L. T. Pileggi. “Efficient parametric yield extraction for multiple correlated non-normal performance distributions of analog/RF circuits.” Proceedings - Design Automation Conference, 2007, pp. 928–33. Scopus, doi:10.1109/DAC.2007.375297.
Li X, Pileggi LT. Efficient parametric yield extraction for multiple correlated non-normal performance distributions of analog/RF circuits. Proceedings - Design Automation Conference. 2007. p. 928–933.

Published In

Proceedings - Design Automation Conference

DOI

ISSN

0738-100X

Publication Date

August 2, 2007

Start / End Page

928 / 933