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
相关论文
共 50 条
  • [31] Dynamic Extended Hammerstein Model of RF Power Amplifiers for Digital Predistortion
    Xu, Yingjie
    Wang, Jingqi
    Zhu, Xiaowei
    Zhai, Jianfeng
    2011 6TH EUROPEAN MICROWAVE INTEGRATED CIRCUIT CONFERENCE, 2011, : 276 - 279
  • [32] A Modified Bilinear Polynomial Model for Digital Predistortion of RF Power Amplifiers
    Zhao, Xia
    Li, Zhanning
    2015 CHINESE AUTOMATION CONGRESS (CAC), 2015, : 91 - 95
  • [33] Comparison of Model Order Reduction Techniques for Digital Predistortion of Power Amplifiers
    Gilabert, Pere L.
    Montoro, Gabriel
    Wang, Teng
    Nieves Ruiz, M.
    Garcia, Jose A.
    2016 46TH EUROPEAN MICROWAVE CONFERENCE (EUMC), 2016, : 182 - 185
  • [34] A generalized memory polynomial model for digital predistortion of RF power amplifiers
    Morgan, Dennis R.
    Ma, Zhengxiang
    Kim, Jaehyeong
    Zierdt, Michael G.
    Pastalan, John
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (10) : 3852 - 3860
  • [35] An Optimization Platform for Digital Predistortion of Power Amplifiers
    Chauhan, Hari
    Onabajo, Marvin
    Kvartenko, Vladimir
    Coxe, Robin
    Weber, Theophane
    IEEE DESIGN & TEST, 2016, 33 (02) : 49 - 58
  • [36] A low complexity selected mapping scheme for peak to average power ratio reduction with digital predistortion in OFDM systems
    Mohammady, S.
    Sidek, R. M.
    Varahram, P.
    Hamidon, M. N.
    Sulaiman, N.
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2013, 26 (04) : 481 - 494
  • [37] Memory Polynomial Model for Digital Predistortion of Broadband Solid-State Radar Amplifiers
    Dunn, Z.
    Yeary, M.
    Fulton, C.
    Goodman, N.
    2015 IEEE INTERNATIONAL RADAR CONFERENCE (RADARCON), 2015, : 1482 - 1486
  • [38] On-Demand Real-Time Optimizable Dynamic Model Sizing for Digital Predistortion of Broadband RF Power Amplifiers
    Li, Yue
    Zhu, Anding
    IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2020, 68 (07) : 2891 - 2901
  • [39] A robust multi-sampling rate digital predistortion for ultra-broadband power amplifiers
    Liu, Xin
    Chen, Wenhua
    Chen, Long
    Feng, Zhenghe
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2020, 62 (03) : 1041 - 1048
  • [40] A Low-Complexity Digital Predistortion Algorithm for Power Amplifier Linearization
    Qian, Hua
    Yao, Saijie
    Huang, Hao
    Feng, Weifeng
    IEEE TRANSACTIONS ON BROADCASTING, 2014, 60 (04) : 670 - 678