Optimization of a pruned 2-D Digital Predistortion Model Structure for Power Amplifiers Linearization

被引:0
作者
Wang, Siqi [1 ]
Roger, Morgan [1 ]
Lelandais-Perrault, Caroline [1 ]
机构
[1] Univ Paris Sud, Univ Paris Saclay, Sorbonne Univ, GeePs Grp Elect Engn Paris,UMR CNRS 8507,Cent Sup, 3 & 11 Rue Joliot Curie, F-91192 Gif Sur Yvette, France
来源
2019 17TH IEEE INTERNATIONAL NEW CIRCUITS AND SYSTEMS CONFERENCE (NEWCAS) | 2019年
关键词
Digital predistortion; information criterion; non-linear distortion; opitmization; RF power amplifiers; MEMORY POLYNOMIAL MODEL;
D O I
10.1109/newcas44328.2019.8961300
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
Two-dimensional digital predistortion (2-D DPD) is one of the most commonly used approaches to linearize the concurrent dual-band radio frequency (RF) power amplifiers (PA). This paper explores the use of a hill-climbing optimization heuristic to determine the optimal structure for 2-D DPD. To improve convergence and reduce computation time, we propose a new parameterization for the 2-D DPD model. The proposed search criterion is based on the generalized information criterion, which represents the trade-off between the DPD linearization accuracy in both bands and the model complexity. A comparison against a compressed-sensing-based method is also made. The effectiveness of the proposed method is validated with two 20 MHz long-term-evolution (LTE) signals on two carriers with 100 MHz frequency separation.
引用
收藏
页数:4
相关论文
共 9 条
[1]   Generalized Memory Polynomial Model Dimension Selection Using Particle Swarm Optimization [J].
Abdelhafiz, A. ;
Behjat, L. ;
Ghannouchi, F. M. .
IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS, 2018, 28 (02) :96-98
[2]   2-D Digital Predistortion (2-D-DPD) Architecture for Concurrent Dual-Band Transmitters [J].
Bassam, Seyed Aidin ;
Helaoui, Mohamed ;
Ghannouchi, Fadhel M. .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2011, 59 (10) :2547-2553
[3]   Design and Linearization of Concurrent Dual-Band Doherty Power Amplifier With Frequency-Dependent Power Ranges [J].
Chen, Wenhua ;
Bassam, Seyed Aidin ;
Li, Xiang ;
Liu, Yucheng ;
Rawat, Karun ;
Helaoui, Mohamed ;
Ghannouchi, Fadhel M. ;
Feng, Zhenghe .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2011, 59 (10) :2537-2546
[4]   Behavioral Modeling and Predistortion of Power Amplifiers Under Sparsity Hypothesis [J].
Reina-Tosina, Javier ;
Allegue-Martinez, Michel ;
Crespo-Cadenas, Carlos ;
Yu, Chao ;
Cruces, Sergio .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2015, 63 (02) :745-753
[5]   Model-order selection [J].
Stoica, P ;
Selén, Y .
IEEE SIGNAL PROCESSING MAGAZINE, 2004, 21 (04) :36-47
[6]   Optimal Sizing of Two-Stage Cascaded Sparse Memory Polynomial Model for High Power Amplifiers Linearization [J].
Wang, Siqi ;
Hussein, Mazen Abi ;
Venard, Olivier ;
Baudoin, Genevieve .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2018, 66 (09) :3958-3965
[7]   A Novel Algorithm for Determining the Structure of Digital Predistortion Models [J].
Wang, Siqi ;
Hussein, Mazen Abi ;
Venard, Olivier ;
Baudoin, Genevieve .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (08) :7326-7340
[8]  
Wang SQ, 2017, EUR MICROW INTEGRAT, P310
[9]   The effect of Cyanidin-3-o-glucoside on UVA-induced damage in human dermal fibroblasts [J].
Wu, Shi ;
Hu, Yunfeng ;
Li, Zhen ;
Bai, Weibin ;
Zhao, Jiayi ;
Huang, Cuiqin ;
Li, Qin ;
Fan, Chongzhu ;
Deng, Liehua ;
Lu, Daxiang .
PHOTODERMATOLOGY PHOTOIMMUNOLOGY & PHOTOMEDICINE, 2018, 34 (04) :224-231