Speech Source Separation and Noise Reduction using a MMSE Short-Time Spectral Amplitude Estimator

被引:0
|
作者
Imsiya, K. A. [1 ]
Nandana, B. T. [1 ]
机构
[1] RCET, Dept ECE, Akkikavu, Thrissur, India
关键词
Blind source separation; microphone array signal processing; independent component analysis; spectral subtraction; MMSE; STSA estimator;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A new blind speech extraction method consisting of a minimum mean-square error short-time spectral amplitude ( MMSE STSA) estimator and noise estimation based on independent component analysis ( ICA) is proposed in this paper. First, a computer simulation is performed using the artificial noise whose stationarity could be controlled parametrically and the obtained results indicate that the proposed method is superior to conventional methods such as blind spatial subtraction array ( BSSA) and the original MMSE STSA estimator under the non-point-source and nonstationary noise condition.
引用
收藏
页数:4
相关论文
共 50 条
  • [41] Short-time kurtosis of speech signals with application to co-channel speech separation
    De Leon, PL
    2000 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, PROCEEDINGS VOLS I-III, 2000, : 831 - 833
  • [42] Single-channel speech enhancement using spectral subtraction in the short-time modulation domain
    Paliwal, Kuldip
    Wojcicki, Kamil
    Schwerin, Belinda
    SPEECH COMMUNICATION, 2010, 52 (05) : 450 - 475
  • [43] Blind separation of moving speech sources using short-time lod based ICA method
    Zhang, Jing
    Ching, P. C.
    2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PTS 1-3, PROCEEDINGS, 2007, : 957 - +
  • [44] A MULTICHANNEL MMSE-BASED FRAMEWORK FOR JOINT BLIND SOURCE SEPARATION AND NOISE REDUCTION
    Souden, Mehrez
    Araki, Shoko
    Kinoshita, Keisuke
    Nakatani, Tomohiro
    Sawada, Hiroshi
    2012 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2012, : 109 - 112
  • [45] ACOUSTIC SOURCE SEPARATION USING THE SHORT-TIME QUATERNION FOURIER TRANSFORMS OF PARTICLE VELOCITY SIGNALS
    Hacihabiboglu, Huseyin
    2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 425 - 429
  • [46] Speech enhancement using MMSE estimation of amplitude and complex speech spectral coefficients under phase-uncertainty
    Kandagatla, Ravi Kumar
    Subbaiah, P. V.
    SPEECH COMMUNICATION, 2018, 96 : 10 - 27
  • [47] Speech enhancement based on combining perceptual enhancement and short-time spectral attenuation
    Potamitis, Ilyas
    Fakotakis, Nikos
    Liolios, Nikos
    Advances in Modelling and Analysis B, 2003, 46 (7-8): : 53 - 68
  • [48] Noise Driven Short-Time Phase Spectrum Compensation Procedure for Speech Enhancement
    Stark, Anthony P.
    Wojcicki, Kamil K.
    Lyons, James G.
    Paliwal, Kuldip K.
    INTERSPEECH 2008: 9TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2008, VOLS 1-5, 2008, : 549 - 552
  • [49] A Blind Source Separation with Fractional Calculus for Noise Reduction in Speech Enhancement
    Talware, Pramodini Shrihari
    Tank, Vanita Raj
    Mahajan, S. P.
    2017 INTERNATIONAL CONFERENCE ON MICROELECTRONIC DEVICES, CIRCUITS AND SYSTEMS (ICMDCS), 2017,
  • [50] Log-Spectral Amplitude and Spectral Polarity Estimation in Short-Time Discrete Cosine Transform Domain
    Shi, Sisi
    Paliwal, Kuldip K.
    Busch, Andrew
    IEEE ACCESS, 2023, 11 : 34456 - 34475