基于响应面方法的hemt非线性行为模型

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

摘要

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。
Nonlinear behavioral models of HEMTs using response surface methodology
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.
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