Compact Modeling of Nonlinear Analog Circuits using System Identification via Semi-Definite Programming and Robustness Certification
Author(s)
Bond, Bradley N.; Mahmood, Zohaib; Li, Yan; Sredojevic, Ranko; Megretski, Alexandre; Stojanovic, Vladimir Marko; Avniel, Yehuda B.; Daniel, Luca; ... Show more Show less
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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.
Date issued
2010-08Department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer ScienceJournal
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Publisher
Institute of Electrical and Electronics Engineers
Citation
Bond, B.N. et al. “Compact Modeling of Nonlinear Analog Circuits Using System Identification via Semidefinite Programming and Incremental Stability Certification.” Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on 29.8 (2010): 1149-1162.© 2010 IEEE.
Version: Final published version
Other identifiers
INSPEC Accession Number: 11430215
ISSN
0278-0070