Nonlinear behavioral models of HEMTs using response surface methodology

P. Barmuta, G. P. Gibiino, F. Ferranti, A. Lewandowski, D. Schreurs
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引用次数: 3

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.
基于响应面方法的hemt非线性行为模型
本文采用响应面法对不同采样技术的非线性微波器件进行建模。每种方法都代表了一种独特的方法:面向探索(Voronoi镶嵌),非线性开发(局部线性逼近)和面向模型误差最小化。这允许建立精确和紧凑的漏极电压在0.15 μm GaAs HEMT晶体管的不同谐波的全局行为模型,只有几百个样品。在选择最佳采样技术后,比较了两种全局模型:径向基函数模型和克里格模型。结果表明,模型的收敛性与模型类型有关,使用Kriging模型可以获得较好的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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