基于人工神经网络的GaAs HBT建模及无线通信系统功率放大器设计

M. Alam, Omar Farooq, Izharuddin, G. A. Armstrong
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引用次数: 3

摘要

现代无线系统中使用的功率放大器(PA)从线性度和效率的角度都需要有更好的表现。设计PA的一个关键条件是有合适的器件模型。与传统的基于经验方程的建模方法相比,人工神经网络(ANN)作为一种快速、灵活的建立HBT器件模型的方法,近年来受到了人们的关注,并且具有更好的准确性。基于人工神经网络的模型框架是一个共发射极大信号等效电路模型,该模型已在安捷伦先进设计系统(ADS)仿真环境中实现。在非线性工作模式下,模型化的与偏置相关的直流参数和S参数与谐波功率之间具有很好的一致性。利用开发的基于人工神经网络的HBT模型进行了PA设计。在集电极电压Vc为3.4 V时,功率放大器显示出良好的线性度(第一次ACPR <-42.2 dBc),可达到CDMA应用的额定输出功率28 dBm。在额定输出功率水平下,PAE大于35%。所有CDMA无线PA规格,如增益,功率附加效率(PAE)和相邻通道功率抑制(ACPR),都是在标称和极端温度条件下实现的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Artificial Neural Network Based Modeling of GaAs HBT and Power Amplifier Design for Wireless Communication System
The power amplifier (PA) used in modern wireless system needs to perform better from point of view linearity and efficiency. A crucial perquisite for the design of PA is the availability of suitable device models. Artificial neural networks (ANN) recently gained attention as a fast and flexible way to develop HBT device model when compared to the conventional modeling approach based on empirical equations and can demonstrate better accuracy. The framework for this ANN based model is a common-emitter large-signal equivalent circuit model, which has been implemented in Agilent Advance Design System (ADS) simulation environment. An excellent agreement between modeled and bias dependent DC and S -parameters and harmonic power in non-linear mode of operation was obtained. Using developed ANN based HBT model PA design was carried out. At collector voltage Vc of 3.4 V, the power amplifier shows an excellent linearity (first ACPR <-42.2 dBc) up to 28 dBm of rated output power for CDMA applications. At the rated output power level, PAE was found to be more than 35%. All the CDMA wireless PA specifications like gain, power-added efficiency (PAE) and adjacent channel power rejection (ACPR) are achieved over nominal and extreme temperature conditions.
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