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首页> 外文期刊>EURASIP journal on applied signal processing >Modeling Nonlinear Power Amplifiers in OFDM Systems from Subsampled Data: A Comparative Study Using Real Measurements
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Modeling Nonlinear Power Amplifiers in OFDM Systems from Subsampled Data: A Comparative Study Using Real Measurements

机译:从子采样数据建模OFDM系统中的非线性功率放大器:使用实际测量的比较研究

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摘要

A comparative study among several nonlinear high-power amplifier (HPA) models using real measurements is carried out. The analysis is focused on specific models for wideband OFDM signals, which are known to be very sensitive to nonlinear distortion. Moreover, unlike conventional techniques, which typically use a single-tone test signal and power measurements, in this study the models are fitted using subsampled time-domain data. The in-band and out-of-band (spectral regrowth) performances of the following models are evaluated and compared: Saleh's model, envelope polynomial model (EPM), Volterra model, the multilayer perceptron (MLP) model, and the smoothed piecewise-linear (SPWL) model. The study shows that the SPWL model provides the best in-band characterization of the HPA. On the other hand, the Volterra model provides a good trade-off between model complexity (number of parameters) and performance.
机译:使用实际测量结果对几种非线性大功率放大器(HPA)模型进行了比较研究。分析着重于针对宽带OFDM信号的特定模型,已知该模型对非线性失真非常敏感。此外,与通常使用单音测试信号和功率测量的传统技术不同,在本研究中,模型是使用二次采样的时域数据进行拟合的。评估并比较了以下模型的带内和带外(频谱再生长)性能:Saleh模型,包络多项式模型(EPM),Volterra模型,多层感知器(MLP)模型以及平滑的分段式线性(SPWL)模型。研究表明,SPWL模型提供了HPA的最佳带内表征。另一方面,Volterra模型在模型复杂度(参数数量)和性能之间提供了很好的折衷。

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