A Time–Frequency Domain Blind Source Separation Method for Underdetermined Instantaneous Mixtures

被引:1
|
作者
Tianliang Peng
Yang Chen
Zengli Liu
机构
[1] Southeast University,School of Information Science and Engineering
[2] Kunming University of Science and Technology,Faculty of Information Engineering and Automation
关键词
Underdetermined blind source separation; Time–frequency; PARAFAC; Nonnegative tensor factorization;
D O I
暂无
中图分类号
学科分类号
摘要
We propose a new method for underdetermined blind source separation based on the time–frequency domain. First, we extract the time–frequency points that are occupied by a single source, and then, we use clustering methods to estimate the mixture matrix A. Second, we use the parallel factor (PARAFAC), which is based on nonnegative tensor factorization, to synthesize the estimated source. Simulations using mixtures of audio and speech signals show that this approach yields good performance.
引用
收藏
页码:3883 / 3895
页数:12
相关论文
共 50 条
  • [1] A Time-Frequency Domain Blind Source Separation Method for Underdetermined Instantaneous Mixtures
    Peng, Tianliang
    Chen, Yang
    Liu, Zengli
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2015, 34 (12) : 3883 - 3895
  • [3] Underdetermined Blind Source Separation of Anechoic Speech Mixtures in the Time-frequency Domain
    Lv Yao
    Li Shuangtian
    [J]. ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 22 - 25
  • [4] A method of underdetermined blind source separation in time-domain
    Wang Rongjie
    Zhan Yiju
    Zhou Haifeng
    [J]. INTERNATIONAL JOURNAL OF ELECTRONICS, 2012, 99 (04) : 543 - 555
  • [5] A New Method for Underdetermined Convolutive Blind Source Separation in Frequency Domain
    Chen, Yongqiang
    Liu, Jun
    [J]. PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 1484 - 1487
  • [6] A TIME-FREQUENCY BLIND SEPARATION METHOD FOR UNDERDETERMINED SPEECH MIXTURES
    Lv Yao Li Shuangtian(Institute of Acoustics
    [J]. Journal of Electronics(China), 2008, (05) : 702 - 708
  • [7] A two-stage frequency-domain blind source separation method for underdetermined convolutive mixtures
    Sawada, Hiroshi
    Araki, Shoko
    Makino, Shoji
    [J]. 2007 IEEE WORKSHOP ON APPLICATIONS OF SIGNAL PROCESSING TO AUDIO AND ACOUSTICS, 2007, : 157 - 160
  • [8] Underdetermined blind separation of delayed sound source in the time-frequency domain
    [J]. Xia, X. (xiaxxy@163.com), 1600, Sichuan University (46):
  • [9] Underdetermined blind source separation by a novel time-frequency method
    Su, Qiao
    Shen, Yuehong
    Wei, Yimin
    Deng, Changliang
    [J]. AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2017, 77 : 43 - 49
  • [10] Underdetermined Blind Source Separation by Parallel Factor Analysis in Time-Frequency Domain
    Liu Yang
    Jun Lv
    Yong Xiang
    [J]. Cognitive Computation, 2013, 5 : 207 - 214