A second-order feature window method for blind separation of speech signals corrupted by color noise

被引:0
|
作者
Liu, Yu-Lin [1 ]
Xu, Shun [1 ]
Li, Ming-Qi [2 ]
机构
[1] Chongqing Commun Coll, DSP Lab, Chongqing 400035, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Appl Math, Chengdu 610054, Peoples R China
基金
中国国家自然科学基金;
关键词
blind separation; speech signals; color noise; second-order feature window method;
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
A second-order feature window (SOFW) method is proposed for blind separation of speech signals corrupted by color background noise based on the short-time stationarity property of speech signals. At first the new prewhitening algorithm is developed to remove the effect of color noise, then the prewhitened data is partitioned continually by feature window with the length equal to the cycle of the fundamental tone of speech signals, after that the speech signal can be separated blindly by estimating the Givens rotation parameters based on the joint approximately diagonalization theory. This novel second order statistics-based method exploits the temporal structure inherent in speech signals, it is simple and can be used as the preprocessing stage for speech recognition systems. Simulation results show that it outperforms the existing typical blind source separation algorithm for speech signals contaminated by color noise.
引用
收藏
页码:3454 / +
页数:2
相关论文
共 50 条
  • [1] An analytical derivation for second-order blind separation of two signals
    Meziane, Abdelfettah Meziane Bentahar
    Chonavel, Thierry
    Aissa-El-Bey, Abdeldjalil
    Belouchrani, Adel
    [J]. ANNALS OF TELECOMMUNICATIONS, 2018, 73 (11-12) : 711 - 717
  • [2] An analytical derivation for second-order blind separation of two signals
    Abdelfettah Meziane Bentahar Meziane
    Thierry Chonavel
    Abdeldjalil Aïssa-El-Bey
    Adel Belouchrani
    [J]. Annals of Telecommunications, 2018, 73 : 711 - 717
  • [3] A Second-Order Statistics Based Algorithm for Blind Separation of Signals
    Liu Ju
    Wang Tai jun & He Zhenya Dept. of Radio Engineering
    [J]. Journal of Systems Engineering and Electronics, 1999, (03) : 1 - 6
  • [4] The Research on Blind Source Separation Method for Vibration Signals Base on the Second-Order Statistics
    Ye Hong-xian
    Zhou Xiaofeng
    [J]. MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION, PTS 1 AND 2, 2011, 48-49 : 1290 - +
  • [5] A second-order blind source separation method for bilinear mixtures
    Lina Jarboui
    Yannick Deville
    Shahram Hosseini
    Rima Guidara
    Ahmed Ben Hamida
    Leonardo T. Duarte
    [J]. Multidimensional Systems and Signal Processing, 2018, 29 : 1153 - 1172
  • [6] A second-order blind source separation method for bilinear mixtures
    Jarboui, Lina
    Deville, Yannick
    Hosseini, Shahram
    Guidara, Rima
    Ben Hamida, Ahmed
    Duarte, Leonardo T.
    [J]. MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING, 2018, 29 (03) : 1153 - 1172
  • [7] Blind Signal Separation for Speech Signals With Noise
    Lv, Shuping
    Zhang, Cheng
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2014), 2014, : 1850 - 1855
  • [8] A second-order method for blind separation of non-stationary sources
    Zhang, RF
    Tsatsanis, MK
    [J]. 2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING, 2001, : 2797 - 2800
  • [9] Denoising of electroencephalographic signals by canonical correlation analysis and by second-order blind source separation
    Piugie, Yris Brice Wandji
    Tchiotsop, Daniel
    Telem, Adelaide Nicole Kengnou
    Ngouonkadi, Elie Bertrand Megam
    [J]. 2019 IEEE AFRICON, 2019,
  • [10] A new second-order method for blind signal separation from dynamic mixtures
    Xiang, Y
    Nahavandi, S
    Trinh, H
    Zheng, H
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2004, 30 (05) : 347 - 359