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Adaptive Digital Predistortion for Wideband High Crest Factor Applications Based on the WACP Optimization Objective: An Extended Analysis

机译:基于WACP优化目标的宽带高波峰因数应用的自适应数字预失真目标:扩展分析

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摘要

This paper provides an extended analysis of the adaptive digital predistortion technique initially proposed and conceptually overviewed in . This digital predistortion technique is suitable for wideband high crest factor applications (digital audio broadcasting, digital video broadcasting-terrestrial & wideband code division multiple access high power transmitters) and overcomes the technical deficiencies of the traditional direct learning method. Specifically, predistortion filter parameter estimation is modeled as a generic mathematical optimization problem instead of a linear regression problem. In addition, the optimization objective is derived in the frequency instead of the time domain. A hybridly pruned Volterra series with memory is used to implement the predistortion filter. Hybrid pruning leads to a small optimization vector space, whilst the predistortion filter memory makes the method well suited to wideband applications. Given that predistortion filter parameter estimation does not rely on known test signals being injected into the transmitter, the method is on-air adaptive. Implementation aspects of the technique not covered in , but requiring extended coverage in this paper, include selection of mathematical optimization algorithms, predistortion filter memory estimation, weighted adjacent channel power weighting function application, and on-air adaption performance. Results obtained from actual hardware are presented.
机译:本文提供了对自适应数字预失真技术的扩展分析,最初提出并在概念上概述了。这种数字预失真技术适用于宽带高波峰因数应用(数字音频广播,地面数字视频广播和宽带码分多址高功率发射机),并且克服了传统直接学习方法的技术缺陷。具体而言,将预失真滤波器参数估计建模为通用数学优化问题,而不是线性回归问题。此外,优化目标是在频率而非时域中得出的。带有内存的混合修剪Volterra系列用于实现预失真滤波器。混合修剪导致优化向量空间较小,而预失真滤波器存储器使该方法非常适合宽带应用。鉴于预失真滤波器参数估计不依赖于注入到发射机中的已知测试信号,该方法是空中自适应的。该技术的实现方面未在本文中涵盖,但需要扩展覆盖范围,包括数学优化算法的选择,预失真滤波器存储器估计,加权的相邻信道功率加权函数应用以及空中自适应性能。给出了从实际硬件获得的结果。

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