Title :
Nonlinear behavioral models of HEMTs using response surface methodology
Author :
Barmuta, Pawel ; Gibiino, Gian Piero ; Ferranti, Francesco ; Lewandowski, Andreas ; Schreurs, Dominique
Author_Institution :
Dept. of Electr. Eng., KU Leuven, Leuven, Belgium
Abstract :
In this paper, the response surface methodology is proposed to model nonlinear microwave devices using different sampling techniques. Each of the methods represents a distinct approach: exploration-oriented (Voronoi tessellation), nonlinearity-exploitation-oriented (LOcal Linear Approximation) and model-error-minimization-oriented. This allows to build accurate and compact global behavioral models of drain voltage at different harmonics of a 0.15 μm GaAs HEMT transistor with only few hundreds of samples. After choosing the best sampling technique, two types of global models are compared: Radial Basis Function and Kriging. It is shown that the modeling convergence depends on the model type, and better results are obtained using the Kriging model.
Keywords :
III-V semiconductors; error analysis; gallium arsenide; high electron mobility transistors; microwave transistors; nonlinear functions; radial basis function networks; response surface methodology; sampling methods; GaAs; HEMT transistor; Voronoi tessellation; different harmonics; drain voltage; exploration-oriented; kriging model; local linear approximation; model-error-minimization-oriented; nonlinear behavioral models; nonlinear microwave devices model; nonlinearity-exploitation-oriented; radial basis function; response surface methodology; sampling technique; sampling techniques; size 0.15 mum; Adaptation models; Computational modeling; Harmonic analysis; Microwave transistors; Response surface methodology; behavioral modeling; experimental design; response surface;
Conference_Titel :
Numerical Electromagnetic Modeling and Optimization for RF, Microwave, and Terahertz Applications (NEMO), 2014 International Conference on
Conference_Location :
Pavia
DOI :
10.1109/NEMO.2014.6995706