Title :
Canonical modeling of nonlinear devices through circuit optimization
Author :
Osowski, Stanislw
Author_Institution :
Inst. of the Theory of Electr. Eng. & Electr. Meas., Tech. Univ., Warsaw
Abstract :
The author presents an approach to the canonical modeling of nonlinear resistive devices using a numerical optimization method. On the basis of the given measured data a nonlinear circuit model of optimally chosen elements is generated. Several types of nonlinear circuits corresponding to the appropriate approximation method are considered: piecewise-linear, polynomial, rational, and piecewise polynomial. Two approaches of hessian estimation have been considered: one with an analytical (exact) derived expression and the second applicable in more general circuits based on the Gauss-Newton approximation with Marquardt regularization. The illustrative examples obtained using the Newton method confirm the efficiency of the proposed solution
Keywords :
nonlinear network synthesis; optimisation; Gauss-Newton approximation; Marquardt regularization; canonical modeling; hessian estimation; nonlinear circuits; nonlinear resistive devices; optimization; Circuit optimization; Delay; Fitting; Gaussian processes; Jacobian matrices; Least squares methods; Newton method; Piecewise linear techniques; Recursive estimation; Vectors;
Conference_Titel :
Circuits and Systems, 1988., IEEE International Symposium on
Conference_Location :
Espoo
DOI :
10.1109/ISCAS.1988.15499