Title :
Efficient implementation of the Cauchy method for automated CAD-model construction
Author :
Lamecki, Adam ; Kozakowski, Piotr ; Mrozowski, Micha
Author_Institution :
Dept. of Electron., Telecommun., & Informatics, Gdansk Univ. of Technol., Poland
fDate :
7/1/2003 12:00:00 AM
Abstract :
An efficient and stable implementation of the multidimensional Cauchy method for creating high quality multivariate models of microwave circuits from electromagnetic (EM) simulation data is presented in this paper. The algorithm uses the total least squares method to solve the ill-conditioned interpolation problem and automatically determines the model order and distribution of support points in the parameter space in such a manner that instabilities are prevented. Numerical tests show that the method requires fewer support points to achieve similar accuracy as the rational function models published previously. The utility and accuracy of the technique is demonstrated on a filter design example involving three- and five-dimensional models.
Keywords :
circuit CAD; interpolation; least squares approximations; microwave circuits; microwave filters; numerical stability; EM simulation data; automated CAD model construction; electromagnetic simulation data; filter design; five-dimensional models; high quality multivariate models; ill-conditioned interpolation problem; microwave circuits; model order; multidimensional Cauchy method; stable implementation; three-dimensional models; total least squares method; Artificial neural networks; Circuit simulation; Design automation; Electromagnetic modeling; Frequency; Interpolation; Microwave circuits; Microwave theory and techniques; Multidimensional systems; Sampling methods;
Journal_Title :
Microwave and Wireless Components Letters, IEEE
DOI :
10.1109/LMWC.2003.815185