Adaptive support vector machine decision feedback equalizer

被引:0
|
作者
Sumin Zhang1
2.The 54th Institute of China Electronics Technology Group Corporation
3.Institute of Land-air Defense Equipment
机构
关键词
non-singleton; fuzzy system; support vector machine(SVM); equalizer; decision feedback;
D O I
暂无
中图分类号
TN715 [均衡器、衰减器(衰耗器)];
学科分类号
080902 ;
摘要
An adaptive support vector machine decision feedback equalizer(ASVM-DFE) based on the least square support vector machine(LS-SVM) is proposed,it solves linear system iteratively with less computational intensity.An adaptive non-singleton fuzzy support vector machine decision feedback equalizer(ANSFSVMDFE) is also presented,it adopts the non-singleton fuzzy Gaussian kernel function with similar characteristic of pre-filter and is modified with a space transformation based approach.Simulations under nonlinear time variant channels show that ASVM-DFE and ANSFSVM-DFE perform very well on nonlinear equalization and ANSFSVM-DFE acts especially well in resisting abrupt interference.
引用
收藏
页码:452 / 461
页数:10
相关论文
共 50 条
  • [31] An adaptive analog noise-predictive decision-feedback equalizer
    Le, MQ
    Hurst, PJ
    Keane, JP
    2000 SYMPOSIUM ON VLSI CIRCUITS, DIGEST OF TECHNICAL PAPERS, 2000, : 216 - 217
  • [32] Performance Evaluation of a Decision Feedback Equalizer with an Adaptive Error Prediction Filter
    Yamazaki, Satoshi
    Asano, David K.
    2009 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ISPACS 2009), 2009, : 615 - +
  • [33] Adaptive Data-Transition Decision Feedback Equalizer for Serial Links
    Li, Yue
    Yuan, Fei
    2017 IEEE 60TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2017, : 1609 - 1612
  • [34] Blind image restoration algorithm based on adaptive decision feedback equalizer
    Jiang Jie
    Lv Bo
    Zhang Guangjun
    SIGNAL ANALYSIS, MEASUREMENT THEORY, PHOTO-ELECTRONIC TECHNOLOGY, AND ARTIFICIAL INTELLIGENCE, PTS 1 AND 2, 2006, 6357
  • [35] An adaptive analog noise-predictive decision-feedback equalizer
    Le, MQ
    Hurst, PJ
    Keane, JP
    IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2002, 37 (02) : 105 - 113
  • [36] An efficient finite precision realization of the block adaptive decision feedback equalizer
    Shaik, Rafiahamed
    Chakraborty, Mrityunjoy
    Chattopadhyay, Santanu
    PROCEEDINGS OF 2008 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-10, 2008, : 1910 - 1913
  • [37] Adaptive Decision Feedback Equalizer Based Neural Network For Nonlinear Channels
    Zerdoumi, Z.
    Chikouche, D.
    Benatia, D.
    2013 3D INTERNATIONAL CONFERENCE ON SYSTEMS AND CONTROL (ICSC), 2013,
  • [38] A support vector machine for decision support in melanoma recognition
    Gilmore, Stephen
    Hofmann-Wellenhof, Rainer
    Soyer, H. Peter
    EXPERIMENTAL DERMATOLOGY, 2010, 19 (09) : 830 - 835
  • [39] DOUBLE DECISION FEEDBACK EQUALIZER
    KAWASKALEH, G
    FREQUENZ, 1979, 33 (05) : 146 - 149
  • [40] Dual decision feedback equalizer
    Bergmans, JWM
    Voorman, JO
    WongLam, HW
    IEEE TRANSACTIONS ON COMMUNICATIONS, 1997, 45 (05) : 514 - 518