A Blind Equalization algorithm based on the wavelet neural network in PAM system

被引:0
|
作者
Zhang, LY [1 ]
Zhang, XQ [1 ]
Wang, HK [1 ]
机构
[1] Tianjin Univ Commerce, Sch Comp & Elect Informat Engn, Tianjin 300134, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a new Blind Equalization algorithm based on the wavelet neural network(WFNN). This paper also gives the iteration formula of the algorithm. The computer simulations verify the effectiveness of the proposed algorithm. In digital communication system, the inter-symbol interference (ISI) caused by non-ideal character of channel is the main factor which affect communication quality. The conventional equalizer resorts to a training sequence to overcome ISI. But this method can influence communication efficiency. So the blind equalization technique is proposed. The wavelet neural network is an improved neural network structure which combines the virtue of wavelet transform time-frequency localization with the neural network self-learning property, So it has stronger approach and tolerated ability. The wavelet neural network has been well applied in many areas, such as signal processing, data compressing, model identification, system identification, fault diagnose and so on1.
引用
收藏
页码:1240 / 1246
页数:7
相关论文
共 50 条
  • [1] A blind equalization algorithm based on forward neural network in PAM system
    Zhang, LY
    Lu, R
    Wang, HK
    Sha, DG
    ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 4717 - 4720
  • [2] Blind equalization based on wavelet neural network optimizing by genetic algorithm
    Xiao Ying
    Li Zhen-xing
    2009 5TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-8, 2009, : 2051 - +
  • [3] Application of wavelet neural network on blind equalization algorithm
    Jia, HR
    Lu, JG
    Zhang, LY
    ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 1505 - 1508
  • [4] A hybrid wavelet neural network blind equalization algorithm based on fuzzy controlling
    Guo, Ye-Cai
    Whang, Li-Hua
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2011, 39 (04): : 975 - 980
  • [5] Dynamic Wavelet Neural Network Feedback Blind Equalization Algorithm based on Fuzzy Control
    Wang Li-hua
    Guo Ye-cai
    Liao Juan
    Chen Pei-pei
    2010 INTERNATIONAL CONFERENCE ON FUTURE CONTROL AND AUTOMATION (ICFCA 2010), 2010, : 106 - 110
  • [6] Blind equalization algorithm based on fuzzy neural network in QAM system
    Shen Fang
    Sun Yunshan
    Zhang Liyi
    Li Yanqin
    Li He
    ICIEA 2007: 2ND IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-4, PROCEEDINGS, 2007, : 484 - +
  • [7] Dynamic Recurrent Fuzzy Wavelet Neural Network Blind Equalization Algorithm
    Guo, Yecai
    Xu, Fang
    Wang, Lihua
    Fan, Kan
    MECHANICAL ENGINEERING AND TECHNOLOGY, 2012, 125 : 617 - +
  • [8] The Blind Equalization Algorithm Based on the Feedback Neural Network
    Zhang, Xiaoqin
    Zhang, Liyi
    ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PT II, 2011, 7003 : 575 - +
  • [9] Blind Equalization by Neural Network Based on RPROP Algorithm
    Xiao Ying
    Xu Hong-Zhou
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 2044 - +
  • [10] Blind equalization algorithm based on fuzzy neural network in plural number system
    Sun, Yunshan
    Zhang, Liyi
    Li, Yanqin
    2006 10TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, VOLS 1 AND 2, PROCEEDINGS, 2006, : 25 - +