On modified complex recurrent neural network adaptive equalizer

被引：9
|
作者：
Jiang, HR [1 ]
Kwak, KS [1 ]
机构：
[1] Inha Univ, Dept Elect Engn, Nam Ku, Inchon 402751, South Korea
来源：
JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS | 2002年 / 11卷 / 01期
关键词：
D O I：
10.1142/S0218126602000276
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
A new modified version called decision feedback complex recurrent neural network equalizer (DFCRNNE) is proposed with the study of complex recurrent neural network equalizer (CRNNE). Based on DFCRNNE, a modified real time recurrent learning (CRTRL) algorithm is developed. Simulation results show that DFCRNNE has better performance than CRNNE based on traditional CRTRL algorithm(2) in complex nonlinear channels with severe intersymbol interference (ISI) and nonlinear distortion.
引用
收藏
页码：93 / 101
页数：9
相关论文
共 50 条
  • [1] A new complex recurrent neural network equalizer for data communication
    Jiang, HR
    Kwak, KS
    ISIE 2002: PROCEEDINGS OF THE 2002 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-4, 2002, : 1271 - 1275
  • [2] Complex Kalman filter trained recurrent neural network based equalizer for mobile channels
    Coelho, Pedro Henrique Gouvea
    Neto, Luiz Biondi
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 2349 - +
  • [3] Nonlinear Adaptive Equalizer Using a Pipelined Decision Feedback Recurrent Neural Network in Communication Systems
    Zhao, Haiquan
    Zeng, Xiangping
    Zhang, Jiashu
    Li, Tianrui
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2010, 58 (08) : 2193 - 2198
  • [4] Adaptive Equalizer Design based on Orthotropic Wavelet Neural Network
    Chang, Zheng
    Hao, Yujie
    Li, Wulin
    2009 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLUMES I & II: COMMUNICATIONS, NETWORKS AND SIGNAL PROCESSING, VOL I/ELECTRONIC DEVICES, CIRUITS AND SYSTEMS, VOL II, 2009, : 169 - +
  • [5] Time Adaptive Recurrent Neural Network
    Kag, Anil
    Saligrama, Venkatesh
    2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2021, 2021, : 15144 - 15153
  • [6] AN ADAPTIVE EQUALIZER EQUIPPED WITH A NEURAL-NETWORK AND A VITERBI DECODER
    IWASAKI, K
    IEICE TRANSACTIONS ON COMMUNICATIONS, 1994, E77B (05) : 647 - 649
  • [7] Adaptive complex Modified Probabilistic Neural Network in digital channel equalization
    Young, JP
    Hanselmann, T
    Zaknich, A
    Attikiouzel, Y
    ANZIIS 2001: PROCEEDINGS OF THE SEVENTH AUSTRALIAN AND NEW ZEALAND INTELLIGENT INFORMATION SYSTEMS CONFERENCE, 2001, : 247 - 251
  • [8] Center reduction algorithm for the modified probabilistic neural network equalizer
    Young, JP
    Zaknich, A
    Attikiouzel, Y
    IJCNN'01: INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2001, : 1966 - 1970
  • [9] Neural Network Equalizer
    Lee, Chulhee
    Go, Jinwook
    Baek, Byungjoon
    Choi, Hyunsoo
    INTELLIGENT COMPUTING, PART I: INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, ICIC 2006, PART I, 2006, 4113 : 204 - 215
  • [10] A novel joint-processing adaptive nonlinear equalizer using a modular recurrent neural network for chaotic communication systems
    Zhao, Haiquan
    Zeng, Xiangping
    Zhang, Jiashu
    Liu, Yangguang
    Wang, Xiaomin
    Li, Tianrui
    NEURAL NETWORKS, 2011, 24 (01) : 12 - 18
12345