DocumentCode
1542413
Title
Compact Modeling of Nonlinear Analog Circuits Using System Identification via Semidefinite Programming and Incremental Stability Certification
Author
Bond, Bradley N. ; Mahmood, Zohaib ; Li, Yan ; Sredojevic, Ranko ; Megretski, Alexandre ; Stojanovi, Vladimir ; Avniel, Yehuda ; Daniel, Luca
Author_Institution
Dept. of Electr. Eng. & Comput. Sci., Massachusetts Inst. of Technol., Cambridge, MA, USA
Volume
29
Issue
8
fYear
2010
Firstpage
1149
Lastpage
1162
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.
Keywords
analogue circuits; circuit stability; identification; mathematical programming; nonlinear network analysis; MEM device; circuit performance metrics; compact modeling; design optimization; distributed power amplifier; dynamical model; incremental stability certification; incremental stability constraint; nonlinear analog circuits; radio frequency systems; semidefinite optimization problem; semidefinite programming; system identification; Analog circuits; Certification; Circuit stability; Constraint optimization; Distributed amplifiers; Power system modeling; Radio frequency; Radiofrequency identification; System identification; Training data; Analog macromodeling; model reduction; nonlinear systems; semidefinite programming; system identification;
fLanguage
English
Journal_Title
Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on
Publisher
ieee
ISSN
0278-0070
Type
jour
DOI
10.1109/TCAD.2010.2049155
Filename
5512699
Link To Document