DocumentCode
3595959
Title
Efficient Parametric Yield Extraction for Multiple Correlated Non-Normal Performance Distributions of Analog/RF Circuits
Author
Li, Xin ; Pileggi, Lawrence T.
Author_Institution
Carnegie Mellon Univ., Pittsburgh
fYear
2007
Firstpage
928
Lastpage
933
Abstract
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(ldr) 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(ldr) approximation, facilitating fast yield estimation. Our numerical examples in a commercial BiCMOS process demonstrate that the proposed algorithm provides 2~3times error reduction compared with a Normal- distribution-based method, while achieving orders of magnitude more efficiency than the Monte Carlo analysis with 104 samples.
Keywords
Monte Carlo methods; analogue integrated circuits; circuit optimisation; correlation methods; numerical analysis; radiofrequency integrated circuits; statistical distributions; MAX(ldr) operator; Monte Carlo analysis; analog-RF circuits; multiple correlated nonnormal performance distributions; parametric yield extraction; probability distribution; second-order statistical Taylor expansion; Algorithm design and analysis; BiCMOS integrated circuits; Costs; Large-scale systems; Linear approximation; Monte Carlo methods; Permission; Radio frequency; Response surface methodology; Yield estimation; Algorithms; Analog/RF Circuits; Parametric Yield;
fLanguage
English
Publisher
ieee
Conference_Titel
Design Automation Conference, 2007. DAC '07. 44th ACM/IEEE
ISSN
0738-100X
Print_ISBN
978-1-59593-627-1
Type
conf
Filename
4261316
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