An adaptive blind beamformer with an integrated single-channel noise reduction method for robust realtime blind speech extraction

被引:2
|
作者
Sallberg, Benny [1 ]
Grbic, Nedelko [1 ]
Claesson, Ingvar [1 ]
机构
[1] Blekinge Inst Technol, Dept Signal Proc, SE-37225 Ronneby, Sweden
来源
2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12 | 2008年
关键词
speech enhancement; array signal processing; SEPARATION;
D O I
10.1109/ICASSP.2008.4517608
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The performance of single-channel temporal noise reduction methods generally deteriorate in high noise environments, whereas spatial beamformers can maintain some level of speech enhancement. This paper presents a solution where a low complexity single-channel noise reduction method is integrated into the feedback control loop of an adaptive blind beamformer with the purpose of robust blind speech extraction in high noise environments. The proposed combined system outperforms each of the individual methods with respect to signal-to-interference ratio improvement for a wide range of operating conditions, and where the loss in estimated perceptual speech quality due to the combined system is tolerably low. Furthermore, the excess processing load in a hardware solution is comparatively insignificant for the proposed extended approach.
引用
收藏
页码:309 / 312
页数:4
相关论文
共 11 条
  • [1] LOGATOM ARTICULATION INDEX EVALUATION OF SPEECH ENHANCED BY BLIND SOURCE SEPARATION AND SINGLE-CHANNEL NOISE REDUCTION
    Drgas, Szymon
    Kocinski, Jedrzej
    Sek, Aleksander P.
    ARCHIVES OF ACOUSTICS, 2008, 33 (04) : 455 - 474
  • [2] Robust Speech-Distortion Weighted Interframe Wiener Filters for Single-Channel Noise Reduction
    Andersen, Kristian Timm
    Moonen, Marc
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2018, 26 (01) : 97 - 107
  • [3] Blind Speech Enhancement and Acoustic Noise Reduction by SFTF Adaptive Algorithm
    Rahima, Henni
    Djebari, Mustapha
    Mohamed, Djendi
    2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
  • [4] NOISE ROBUST EXEMPLAR MATCHING WITH COUPLED DICTIONARIES FOR SINGLE-CHANNEL SPEECH ENHANCEMENT
    Yilmaz, Emre
    Baby, Deepak
    Van Hamme, Hugo
    2015 23RD EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2015, : 874 - 878
  • [5] A new efficient two-channel fast transversal adaptive filtering algorithm for blind speech enhancement and acoustic noise reduction
    Henni, Rahima
    Djendi, Mohamed
    Djebari, Mustapha
    COMPUTERS & ELECTRICAL ENGINEERING, 2019, 73 : 349 - 368
  • [6] ADAPTIVE EXTRACTION OF REPEATING NON-NEGATIVE TEMPORAL PATTERNS FOR SINGLE-CHANNEL SPEECH ENHANCEMENT
    Li, Yinan
    Zhang, Xiongwei
    Sun, Meng
    Min, Gang
    Yang, Jibin
    2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 494 - 498
  • [7] SDW-SWF: Speech Distortion Weighted Single-Channel Wiener Filter for Noise Reduction
    Zhang, Jie
    Tao, Rui
    Du, Jun
    Dai, Li-Rong
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2023, 31 : 3176 - 3189
  • [8] A NEGENTROPY BASED ADAPTIVE LINE ENHANCER FOR SINGLE-CHANNEL NOISE REDUCTION AT LOW SNR CONDITIONS
    Taghia, Jalal
    Martin, Rainer
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [9] A Speech Distortion Weighted Single-Channel Wiener Filter Based STFT-Domain Noise Reduction
    Zhang, Jie
    Tao, Rui
    Dai, Li-Rong
    2023 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP, SSP, 2023, : 527 - 531
  • [10] Noise robust acoustic modeling for single-channel speech recognition based on a stream-wise transformer architecture
    Fujimoto, Masakiyo
    Kawai, Hisashi
    INTERSPEECH 2021, 2021, : 281 - 285