| Analog circuit sizing based on formal methods using affine arithmetic |
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International Conference on Computer Aided Design
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Proceedings of the 2002 IEEE/ACM international conference on Computer-aided design
table of contents
San Jose, California
Pages: 486 - 489
Year of Publication: 2002
ISBN ~ ISSN:1092-3152 , 0-7803-7607-2
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Downloads (6 Weeks): 6, Downloads (12 Months): 34, Citation Count: 7
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ABSTRACT
We present a novel approach to optimization-based variation-tolerant analog circuit sizing. Using formal methods based on affine arithmetic, we calculate guaranteed bounds on the worst-case behavior and deterministically find the global optimum of the sizing problem by means of branch-and-bound optimization. To solve the nonlinear circuit equations with parameter variations, we define a novel affine-arithmetic Newton operator that gives a significant improvement in computational efficiency over an implementation using interval arithmetic. The calculation of guaranteed worst-case bounds and the global optimization are demonstrated by a prototype implementation.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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L. H. de Figueiredo and J. Stolfi. Self-Validated Numerical Methods and Applications. Brazilian Mathematics Colloquium monographs. IMPA/CNPq, Rio de Janeiro, Brazil, 1997.
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N. Femia and G. Spagnuolo. True worst-case circuit tolerance analysis using genetic algorithms and affine arithmetic. IEEE Trans. on Circuits and Systems I, 47(9):1285--1296, Sept. 2000.
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E. Hansen. Global optimization using interval analysis--the multi-dimensional case. Numerische Mathematik, 34(1):247--270, 1980.
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D. M. W. Leenaerts. Application of interval analysis for circuit design. IEEET Trans. on CAD, 37(6):803--807, June 1990.
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R. E. Moore. Interval Analysis. Prentice-Hall, 1966.
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F. Romeo and A. F. Sangiovanni-Vincentelli. A theoretical framework for simulated annealing. Algorithmica, 6(3):302--345, 1991.
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S. Skelboe. Computation of rational interval functions. BIT, 14(1):87--95, 1974.
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CITED BY 7
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Claire Fang Fang , Rob A. Rutenbar , Markus Püschel , Tsuhan Chen, Toward efficient static analysis of finite-precision effects in DSP applications via affine arithmetic modeling, Proceedings of the 40th conference on Design automation, June 02-06, 2003, Anaheim, CA, USA
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Amith Singhee , Claire F. Fang , James D. Ma , Rob A. Rutenbar, Probabilistic interval-valued computation: toward a practical surrogate for statistics inside CAD tools, Proceedings of the 43rd annual conference on Design automation, July 24-28, 2006, San Francisco, CA, USA
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