Complex fixed-point ica algorithm for separation of QAM sources using gaussian mixture model

被引:0
|
作者
Novey, Mike [1 ]
Adah, Tuelay [1 ]
机构
[1] Univ Maryland Baltimore Cty, Baltimore, MD 21250 USA
关键词
quadrature amplitude modulation; nonlinear estimation;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We introduce a fixed-point algorithm, the complex QAM (C-QAM) algorithm, for separation of quadrature amplitude modulated (QAM) sources through independent component analysis. The algorithm matches the input QAM distribution through a mixture of Gaussian kernels and uses fixed-point updates that fully take advantage of complex domain processing. We demonstrate the performance of the C-QAM algorithm through simulations and note that it provides improved performance over a wide range of operating conditions such as low signal-to-noise ratio, small sample sizes, and large number of sources.
引用
收藏
页码:445 / +
页数:2
相关论文
共 50 条
  • [1] Fixed-point complex ICA algorithms for the blind separation of sources using their real or imaginary components
    Douglas, SC
    Eriksson, J
    Koivunen, V
    [J]. INDEPENDENT COMPONENT ANALYSIS AND BLIND SIGNAL SEPARATION, PROCEEDINGS, 2006, 3889 : 343 - 351
  • [2] Fixed-point ICA algorithm for blind separation of complex mixtures containing both circular and noncircular sources
    Yao Junliang
    Ren Haipeng
    Liu Qing
    [J]. The Journal of China Universities of Posts and Telecommunications., 2016, 23 (02) - 23
  • [3] Fixed-point ICA algorithm for blind separation of complex mixtures containing both circular and noncircular sources
    Yao Junliang
    Ren Haipeng
    Liu Qing
    [J]. The Journal of China Universities of Posts and Telecommunications, 2016, (02) : 15 - 23
  • [4] A fixed-point algorithm of topographic ICA
    Matsuda, Yoshitatsu
    Yamaguchi, Kazunori
    [J]. ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2, 2006, 4132 : 587 - 594
  • [5] A fixed-point ICA algorithm with initialization constraint
    Wang, B
    Lu, WK
    [J]. 2005 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS, VOLS 1 AND 2, PROCEEDINGS: VOL 1: COMMUNICATION THEORY AND SYSTEMS, 2005, : 891 - 894
  • [6] A fixed-point algorithm for blind separation of temporally correlated sources
    Shi, Zhenwei
    Zhang, Dan
    Zhang, Changshui
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-5, 2007, : 220 - +
  • [7] Review of ICA Based Fixed-Point Algorithm for Blind Separation of Mixed Images
    Ma, Chao
    Wang, Lian-min
    [J]. 2010 4TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING (ICBBE 2010), 2010,
  • [8] A fast fixed-point BYY harmony learning algorithm on Gaussian mixture with automated model selection
    Ma, Jinwen
    He, Xuefeng
    [J]. PATTERN RECOGNITION LETTERS, 2008, 29 (06) : 701 - 711
  • [9] An Improved Fixed-Point Complex Valued Blind Source Separation Algorithm
    Zhao, Liquan
    Jia, Yanfei
    [J]. PROCEEDINGS OF 2010 ASIA-PACIFIC YOUTH CONFERENCE ON COMMUNICATION, VOLS 1 AND 2, 2010, : 792 - +
  • [10] Fixed-point Gaussian Mixture Model for analysis-friendly surveillance video coding
    Chen, Wei
    Tian, Yonghong
    Wang, Yaowei
    Huang, Tiejun
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2016, 142 : 65 - 79