Independent Component Analysis Based Blind Adaptive Interference Reduction and Symbol Recovery for OFDM Systems

被引:5
|
作者
LUO Zhongqiang
ZHU Lidong
LI Chengjie
机构
[1] NationalKeyLaboratoryofScienceandTechnologyonCommunications,UniversityofElectronicScienceandTechnologyofChina
关键词
D O I
暂无
中图分类号
TN929.53 [蜂窝式移动通信系统(大哥大、移动电话手机)];
学科分类号
摘要
To overcome the inter-carrier interference(ICI) of orthogonal frequency division multiplexing(OFDM) systems subject to unknown carrier frequency offset(CFO) and multipath, this paper develops a blind adaptive interference suppression scheme based on independent component analysis(ICA). Taking into account statistical independence of subcarriers' signals of OFDM, the signal recovery mechanism is investigated to achieve the goal of blind equalization. The received OFDM signals can be considered as the mixed observation signals. The effect of CFO and multipath corresponds to the mixing matrix in the problem of blind source separation(BSS) framework. In this paper, the ICAbased OFDM system model is built, and the proposed ICA-based detector is exploited to extract source signals from the observation of a received mixture based on the assumption of statistical independence between the sources. The blind separation technique can increase spectral efficiency and provide robustness performance against erroneous parameter estimation problem. Theoretical analysis and simulation results show that compared with the conventional pilot-based scheme, the improved performance of OFDM systems is obtained by the proposed ICA-based detection technique
引用
收藏
页码:41 / 54
页数:14
相关论文
共 50 条
  • [31] Blind Receiver Based on Instantaneous Independent Component Analysis for Convolutive MIMO Systems
    Masnadi-Shirazi, Mohammad Ali
    Habibi, Iman
    2008 MOSHARAKA INTERNATIONAL CONFERENCE ON COMMUNICATIONS, SIGNALS AND CODING, 2008, : 55 - 60
  • [32] Inter-carrier Interference Cancellation in OFDM via Independent Component Analysis
    Homayounzadeh, A.
    Shirazi, M. A. Masnadi
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMMUNICATION SOFTWARE AND NETWORKS, 2009, : 224 - 227
  • [33] A new symbol timing recovery algorithm for OFDM systems
    Lee, D
    Cheun, K
    INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, 1997 DIGEST OF TECHNICAL PAPERS, 1997, : 366 - 367
  • [34] A new symbol timing recovery algorithm for OFDM systems
    Lee, D
    Cheun, K
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 1997, 43 (03) : 767 - 775
  • [35] Blind Symbol Synchroniztion for OFDM Systems in Multipath Fading Channels
    Liu, Xueyong
    Pan, Ke
    Zuo, Yong
    Chen, Jie
    2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM), 2010,
  • [36] Blind Symbol Timing and CFO Estimation for OFDM/OQAM Systems
    Mattera, Davide
    Tanda, Mario
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2013, 12 (01) : 268 - 277
  • [37] Blind Adaptive Beamformer Based on Independent Component Analysis for Underwater Passive Acoustic Source Separation
    Xia, Zhijun
    Zhang, Xinhua
    Fan, Wentao
    Qian, Haimin
    INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL SCIENCES AND OPTIMIZATION, VOL 1, PROCEEDINGS, 2009, : 821 - 824
  • [38] Symbol-Wise Beamforming for Co-Channel Interference Reduction in MIMO-OFDM Systems
    Pollok, Andre
    Letzepis, Nick
    Cowley, William G.
    GLOBECOM 2009 - 2009 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, VOLS 1-8, 2009, : 377 - 382
  • [39] Independent component analysis method for blind separating interference signals in analog circuits
    Li, Hao
    Dong, Yonggui
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2015, 55 (03): : 339 - 344
  • [40] Blind identification of MIMO discrete-time systems based on independent component analysis
    Nitta, Masuhiro
    Sugimoto, Kenji
    ELECTRONICS AND COMMUNICATIONS IN JAPAN PART II-ELECTRONICS, 2007, 90 (11): : 17 - 25