Microphone array speech enhancement based on optimized IMCRA

被引:0
|
作者
Li, Qiuying [1 ]
Zhang, Tao [1 ]
Geng, Yanzhang [1 ]
Gao, Zhen [1 ]
机构
[1] Tianjin Univ, Sch Elect & Informat Engn, Tianjin, Peoples R China
关键词
NOISE;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Microphone array speech enhancement algorithm uses temporal and spatial information to improve the performance of speech noise reduction significantly. By combining noise estimation algorithm with microphone array speech enhancement, the accuracy of noise estimation is improved, and the computation is reduced. In traditional noise estimation algorithms, the noise power spectrum is not updated in the presence of speech, which leads to the delay and deviation of noise spectrum estimation. An optimized improved minimum controlled recursion average speech enhancement algorithm, based on a microphone matrix is proposed in this paper. It consists of three parts. The first part is the preprocessing, divided into two branches: the upper branch enhances the speech signal, and the lower branch gets the noise. The second part is the optimized improved minimum controlled recursive averaging. The noise power spectrum is updated not only in the non-speech segments but also in the speech segments. Finally, according to the estimated noise power spectrum, the minimum mean-square error log-spectral amplitude algorithm is used to enhance speech. Testing data are from TIMIT and Noisex-92 databases. Short-time objective intelligibility and segmental signal-to-noise ratio are chosen as evaluation metrics. Experimental results show that the proposed speech enhancement algorithm can improve the segmental signal-to-noise ratio and short-time objective intelligibility for various noise types at different signal-to-noise ratio levels. (C) 2021 Institute of Noise Control Engineering.
引用
收藏
页码:468 / 476
页数:9
相关论文
共 50 条
  • [41] Speech enhancement using nonlinear microphone array based on noise adaptive complementary beamforming
    Sabuwatari, H
    Kajita, S
    Takeda, K
    Itakura, F
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2000, E83A (05) : 866 - 876
  • [42] Speech enhancement using modified IMCRA and OMLSA methods
    Tien Dung Tran
    Quoc Cuong Nguyen
    Dang Khoa Nguyen
    2010 THIRD INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE), 2010, : 195 - 200
  • [43] FPGA based dual microphone speech enhancement
    Tanmay Biswas
    Sudhindu Bikash Mandal
    Debasri Saha
    Amlan Chakrabarti
    Microsystem Technologies, 2019, 25 : 765 - 775
  • [44] FPGA based dual microphone speech enhancement
    Biswas, Tanmay
    Mandal, Sudhindu Bikash
    Saha, Debasri
    Chakrabarti, Amlan
    MICROSYSTEM TECHNOLOGIES-MICRO-AND NANOSYSTEMS-INFORMATION STORAGE AND PROCESSING SYSTEMS, 2019, 25 (03): : 765 - 775
  • [45] Use of coherence in wavelet and multiwavelet domain for microphone array speech enhancement
    Slimène, I
    Ben Jebara, S
    Benazza-Benyahia, A
    ISCCSP : 2004 FIRST INTERNATIONAL SYMPOSIUM ON CONTROL, COMMUNICATIONS AND SIGNAL PROCESSING, 2004, : 627 - 630
  • [46] Speech enhancement in noise and within face mask (microphone array approach)
    Kang, GS
    Moran, TM
    PROCEEDINGS OF THE 1998 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-6, 1998, : 1017 - 1020
  • [47] Speech enhancement and recognition using circular microphone array for service robots
    Choi, C
    Kong, D
    Kim, J
    Bang, S
    IROS 2003: PROCEEDINGS OF THE 2003 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2003, : 3516 - 3521
  • [48] Robust subspace analysis and its application in microphone array for speech enhancement
    Yu, ZL
    Er, MH
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2005, E88A (07) : 1708 - 1715
  • [49] Smart Microphone Array Design for Speech Enhancement in Financial VR and AR
    Ma, Rui
    Liu, Guocheng
    Hao, Qi
    Wang, Cong
    2017 IEEE SENSORS, 2017, : 906 - 908
  • [50] First-order differential microphone array for robust speech enhancement
    Song, Hui
    Liu, Jia
    2008 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2008, : 1461 - 1466