Empirical model-building and response surface
Empirical model-building and response surface
A statistical optimization-based approach for automated sizing of analog cells
ICCAD '94 Proceedings of the 1994 IEEE/ACM international conference on Computer-aided design
Synthesis tools for mixed-signal ICs: progress on frontend and backend strategies
DAC '96 Proceedings of the 33rd annual Design Automation Conference
An infeasible interior-point algorithm for solving primal and dual geometric programs
Mathematical Programming: Series A and B - Special issue: interior point methods in theory and practice
Proceedings of the 1998 IEEE/ACM international conference on Computer-aided design
Anaconda: simulation-based synthesis of analog circuits via stochastic pattern search
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Optimal design of a CMOS op-amp via geometric programming
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
CMOS op-amp sizing using a geometric programming formulation
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Proceedings of the 39th annual Design Automation Conference
Remembrance of circuits past: macromodeling by data mining in large analog design spaces
Proceedings of the 39th annual Design Automation Conference
A layout-aware synthesis methodology for RF circuits
Proceedings of the 2001 IEEE/ACM international conference on Computer-aided design
Design of pipeline analog-to-digital converters via geometric programming
Proceedings of the 2002 IEEE/ACM international conference on Computer-aided design
Proceedings of the conference on Design, automation and test in Europe - Volume 1
Robust analog/RF circuit design with projection-based posynomial modeling
Proceedings of the 2004 IEEE/ACM International conference on Computer-aided design
Adaptive sampling and modeling of analog circuit performance parameters with pseudo-cubic splines
Proceedings of the 2004 IEEE/ACM International conference on Computer-aided design
Parameterized macromodeling for analog system-level design exploration
Proceedings of the 44th annual Design Automation Conference
Proceedings of the 2008 IEEE/ACM International Conference on Computer-Aided Design
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This paper presents a method to automatically generate posynomial response surface models for the performance parameters of analog integrated circuits. The posynomial models enable the use of efficient geometric programming techniques for circuit sizing and optimization. To avoid manual derivation of approximate symbolic equations and subsequent casting to posynomial format, techniques from design of experiments and response surface modeling in combination with SPICE simulations are used to generate signomial and posynomial models in an automatic way. Attention is paid to estimating the relative 'goodness-of-fit' of the generated models. Experimental results allow to assess both the quality of the generated models as well as the strengths and the limitations of the presented approach.