An adaptive predistorter using modified neural networks combined with a fuzzy controller for nonlinear power amplifiers

被引:2
|
作者
Deng, HM [1 ]
He, SB [1 ]
Yu, JB [1 ]
机构
[1] Univ Elect Sci & Technol China, Coll Elect Engn, Chengdu 610054, Peoples R China
关键词
high-power amplifier (HPA); predistortion; neural network; fuzzy controller; spectral spreading; adjacent channel interference (ACI); bit-error rate (BER);
D O I
10.1002/mmce.10111
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In digital radio systems, high data transmission rates require the use of spectrally efficient linear modulation techniques; however, these techniques are generally sensitive to nonlinearity caused by the high-power amplifier (HPA) employed in transmitter systems. The nonlinearity of HPA is potentially responsible for spectral spreading, adjacent channel interference (ACT), and degradation of bit-error rates (BERs). This article proposes an adaptive predistortion scheme to compensate for the HPA's nonlinearity by combining adaptive structure-varying neural networks and a fuzzy controller. Simulations show that this predistortion scheme can very effectively prevent the warping of the signal constellations, thus reducing the system's BER and learning time. (C) 2003 Wiley Periodicals, Inc.
引用
收藏
页码:15 / 20
页数:6
相关论文
共 50 条
  • [21] ON DESIGN OF ADAPTIVE FUZZY CONTROLLER USING FUZZY NEURAL NETWORKS AND A DESCRIPTION OF ITS DYNAMICAL BEHAVIOR
    HASEGAWA, T
    HORIKAWA, S
    FURUHASHI, T
    UCHIKAWA, Y
    FUZZY SETS AND SYSTEMS, 1995, 71 (01) : 3 - 23
  • [22] Stable nonlinear adaptive controller for an autonomous underwater vehicle using neural networks
    Li, Ji-Hong
    Lee, Pan-Mook
    Hong, Seok Won
    Lee, Sang Jeong
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2007, 38 (04) : 327 - 337
  • [23] Behavioral Modeling of Power Amplifiers With Dynamic Fuzzy Neural Networks
    Zhai, Jianfeng
    Zhou, Jianyi
    Zhang, Lei
    Hong, Wei
    IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS, 2010, 20 (09) : 528 - 530
  • [24] Simplified Power Adaptive Digital Predistorter for RF Power Amplifiers in Dynamic Power Transmission
    Guo, Yan
    Yu, Chao
    Zhu, Anding
    2015 10TH EUROPEAN MICROWAVE INTEGRATED CIRCUITS CONFERENCE (EUMIC), 2015, : 281 - 284
  • [25] Adaptive backstepping controller design for nonlinear uncertain systems using fuzzy neural systems
    Lee, Ching-Hung
    Chung, Bo-Ren
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2012, 43 (10) : 1855 - 1869
  • [26] Simplified Power Adaptive Digital Predistorter for RF Power Amplifiers in Dynamic Power Transmission
    Guo, Yan
    Yu, Chao
    Zhu, Anding
    2015 45TH EUROPEAN MICROWAVE CONFERENCE (EUMC), 2015, : 1132 - 1135
  • [27] Application and design of adaptive fuzzy controller based on neural networks
    Wang, Yaonan
    Yao, Zhihong
    Hunan Daxue Xuebao/Journal of Hunan University Natural Sciences, 1996, 23 (01):
  • [28] Design of adaptive fuzzy neural networks controller and its application
    Wu, XL
    Du, Y
    Wang, YJ
    Meng, H
    Tian, Q
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2003, : 313 - 319
  • [29] Design adaptive controller using neural networks
    Shanghai Jiaotong Daxue Xuebao, 4 (109-113):
  • [30] Automated Cardiac Drug Infusion System Using Adaptive Fuzzy Neural Networks Controller
    Karar, Mohamed E.
    El-Brawany, Mohamed A.
    BIOMEDICAL ENGINEERING AND COMPUTATIONAL BIOLOGY, 2011, 3 : 1 - 11