LINEAR PREDICTION BASED DEREVERBERATION FOR SPHERICAL MICROPHONE ARRAYS

被引:0
|
作者
Moore, Alastair H. [1 ]
Naylor, Patrick A. [1 ]
机构
[1] Imperial Coll London, Dept Elect & Elect Engn, London, England
关键词
speech dereverberation; spherical microphone array; spherical harmonic domain; multichannel linear prediction; weighted prediction error;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Dereverberation is an important preprocessing step in many speech systems, both for human and machine listening. In many situations, including robot audition, the sound sources of interest can be incident from any direction. In such circumstances, a spherical microphone array allows direction of arrival estimation which is free of spatial aliasing and direction-independent beam patterns can be formed. This contribution formulates the Weighted Prediction Error algorithm in the spherical harmonic domain and compares the performance to a space domain implementation. Simulation results demonstrate that performing dereverberation in the spherical harmonic domain allows many more microphones to be used without increasing the computational cost. The benefit of using many microphones is particularly apparent at low signal to noise ratios, where for the conditions tested up to 71% improvement in speech-to-reverberation modulation ratio was achieved.
引用
收藏
页数:5
相关论文
共 50 条
  • [31] Speech Dereverberation Based on Variance-Normalized Delayed Linear Prediction
    Nakatani, Tomohiro
    Yoshioka, Takuya
    Kinoshita, Keisuke
    Miyoshi, Masato
    Juang, Biing-Hwang
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2010, 18 (07): : 1717 - 1731
  • [32] SPEECH DEREVERBERATION BASED ON LINEAR PREDICTION: AN ACOUSTIC VECTOR SENSOR APPROACH
    Shujau, M.
    Ritz, C. H.
    Burnett, I. S.
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 639 - 643
  • [33] Open-sphere designs for spherical microphone arrays
    Balmages, Ilya
    Rafaely, Boaz
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (02): : 727 - 732
  • [34] Robust Minimum Sidelobe Beamforming for Spherical Microphone Arrays
    Sun, Haohai
    Yan, Shefeng
    Svensson, U. Peter
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2011, 19 (04): : 1045 - 1051
  • [35] Dereverberation and denoising using multichannel linear prediction
    Delcroix, Marc
    Hikichi, Takafumi
    Miyoshi, Masato
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (06): : 1791 - 1801
  • [36] SIMULATING ROOM IMPULSE RESPONSES FOR SPHERICAL MICROPHONE ARRAYS
    Jarrett, Daniel P.
    Habets, Emanuel A. P.
    Thomas, Mark R. P.
    Naylor, Patrick A.
    2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 129 - 132
  • [37] Beamforming with Optimal Aliasing Cancellation in Spherical Microphone Arrays
    Alon, David Lou
    Rafaely, Boaz
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2016, 24 (01) : 196 - 210
  • [38] Boundary Matching Filters for Spherical Microphone and Loudspeaker Arrays
    Salvador, Cesar D.
    Sakamoto, Shuichi
    Trevino, Jorge
    Suzuki, Yoiti
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2018, 26 (03) : 461 - 474
  • [39] Flexible and optimal design of spherical microphone arrays for beamforming
    Li, Zhiyun
    Duraiswami, Ramani
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (02): : 702 - 714
  • [40] Sparse Distortionless Modal Beamforming for Spherical Microphone Arrays
    Yadav, Shekhar Kumar
    George, Nithin, V
    IEEE SIGNAL PROCESSING LETTERS, 2022, 29 : 2068 - 2072