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
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;
Journal_Title :
Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on
DOI :
10.1109/TCAD.2010.2049155