A Low Complexity Moving Average Nested GMP Model for Digital Predistortion of Broadband Power Amplifiers

被引:12
|
作者
Chen, Wenhua [1 ]
Liu, Xin [1 ]
Chu, Jiaming [2 ,3 ]
Wu, Huibo [1 ]
Feng, Zhenghe [1 ]
Ghannouchi, Fadhel M. [4 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Shenzhen Int Grad Sch, Shenzhen 518071, Peoples R China
[3] ZTE Corp, Shanghai 201203, Peoples R China
[4] Univ Calgary, Intelligent RF Radio Lab, iRadio Lab, Calgary, AB T2N 1N4, Canada
基金
中国国家自然科学基金;
关键词
Complexity theory; Broadband communication; Nonlinear distortion; Mathematical models; Computational modeling; Indexes; Dynamic range; Broadband; digital predistortion; generalized memory polynomial model; moving average; power amplifiers; BEHAVIORAL-MODEL; VOLTERRA SERIES; MEMORY; BASEBAND; TRANSMITTERS;
D O I
10.1109/TCSI.2022.3150408
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a low complexity moving average nested generalized memory polynomial model (MAN-GMP) is proposed for digital predistortion (DPD) of broadband power amplifiers (PAs). As the signal bandwidth increases drastically, the strong nonlinear distortions, especially those induced by the memory effect, are generated from the highly efficient PAs. To compensate for the strong memory effect, a moving average nested envelope memory polynomial (MAN-EMP) model is derived from an accuracy-enhanced GMP model, which offers reduced complexity while suffering from degraded modeling accuracy. The MAN-GMP model is further proposed to improve the modeling accuracy by connecting several memory branches of the MAN-EMP model in parallel. An iterative algorithm is designed to extract the model coefficients efficiently through only one or two iterations. Experimental measurements are carried out on two sub-7 GHz broadband GaN Doherty PAs with up to 200 MHz bandwidth OFDM signals to benchmark the proposed MAN-GMP model against the GMP, the parallel-LUT-MP-EMP (PLUME), the augmented complexity-reduced GMP (ACR-GMP), the generalized twin-nonlinear two-box (GTNTB), and the enhanced Wiener models. The experimental results show that the MAN-GMP model can effectively compensate for the nonlinear distortion of broadband PAs with significant complexity reduction.
引用
收藏
页码:2070 / 2083
页数:14
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