DocumentCode
2986831
Title
Mismatch Aware Analog Performance Macromodeling Using Spline Center and Range Regression on Adaptive Samples
Author
Basu, Shubhankar ; Kommineni, Balaji ; Vemuri, Ranga
Author_Institution
Univ. of Cincinnati, Cincinnati
fYear
2008
fDate
4-8 Jan. 2008
Firstpage
287
Lastpage
293
Abstract
Analog design traditionally relies on designer´s knowldge and expertise. Numerous automated synthesis methods have been proposed over the years; they reduce time complexity and explore wider design space. Manufacturing induced defects in the process parameters, render device characteristics inconsistent with their prediced behavior. Device mismatch causes significant variation in analog circuit performance. Monte Carlo simulation is known to be the most accurate method of measuring performance under random variation. But monte-carlo simulation is prohivitively expensive during synthesis process. In this work we present a novel Spline Center and Range Regression (SCRR) technique on adaptive samples to model performance in the presence of process variation. Mismatch aware macromodels can provide considerable speedup during synthesis with minimal loss in accuracy. Experimental results demonstrate the accuracy of the macromodels on an independent validation set using 180nm and 65nm technologies.
Keywords
analogue integrated circuits; regression analysis; splines (mathematics); Monte Carlo simulation; analog performance macromodeling; device mismatch; process variation; spline center and range regression; Analog circuits; Analog computers; Circuit simulation; Circuit synthesis; Design engineering; Predictive models; Space exploration; Space technology; Spline; Very large scale integration;
fLanguage
English
Publisher
ieee
Conference_Titel
VLSI Design, 2008. VLSID 2008. 21st International Conference on
Conference_Location
Hyderabad
ISSN
1063-9667
Print_ISBN
0-7695-3083-4
Type
conf
DOI
10.1109/VLSI.2008.76
Filename
4450516
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