Compact Modeling of Nonlinear Analog Circuits Using System Identification via Semidefinite Programming and Incremental Stability Certification

Bradley N. Bond, Zohaib Mahmood, Yan Li, Ranko Sredojević, Alexandre Megretski, Vladimir Stojanovi, Yehuda Avniel, Luca Daniel

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems · 2010 · 54 citations · 41 references

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Abstract

This paper presents a system identification technique for generating stable compact models of typical analog circuit blocks in radio frequency systems. The identification procedure is based on minimizing the model error over a given training data set subject to an incremental stability constraint, which is formulated as a semidefinite optimization problem. Numerical results are presented for several analog circuits, including a distributed power amplifier, as well as a MEM device. It is also shown that our dynamical models can accurately predict important circuit performance metrics, and may thus, be useful for design optimization of analog systems.

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