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
  • [41] Sound field decomposition using spherical microphone arrays
    Zotkin, Dmitry N.
    Duraiswami, Ramani
    Gumerov, Nail A.
    2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, : 277 - 280
  • [42] A flexible high directivity beamformer with spherical microphone arrays
    Huang, Gongping
    Chen, Jingdong
    Benesty, Jacob
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2018, 143 (05): : 3024 - 3035
  • [43] SPACE DOMAIN OPTIMAL BEAMFORMING FOR SPHERICAL MICROPHONE ARRAYS
    Sun, Haohai
    Yan, Shefeng
    Svensson, U. Peter
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 117 - 120
  • [44] SIGNAL DECORRELATION BY SPATIAL SMOOTHING FOR SPHERICAL MICROPHONE ARRAYS
    Khaykin, Dmitry
    Rafaely, Boaz
    2008 IEEE 25TH CONVENTION OF ELECTRICAL AND ELECTRONICS ENGINEERS IN ISRAEL, VOLS 1 AND 2, 2008, : 270 - 274
  • [45] Independent Component Analysis Using Spherical Microphone Arrays
    Epain, Nicolas
    Jin, Craig T.
    ACTA ACUSTICA UNITED WITH ACUSTICA, 2012, 98 (01) : 91 - 102
  • [46] Flexible Beampattern Design Algorithm for Spherical Microphone Arrays
    Wang, Lei
    Zhu, Jie
    IEEE ACCESS, 2019, 7 : 139488 - 139498
  • [47] Precise dereverberation using multichannel linear prediction
    Delcroix, Marc
    Hikichi, Takafumi
    Miyoshi, Masato
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (02): : 430 - 440
  • [48] Aircraft Noise Monitoring with Linear Microphone Arrays
    Genesca, M.
    Romeu, J.
    Pamies, T.
    Sanchez, A.
    IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2010, 25 (01) : 14 - 18
  • [49] SPEECH DEREVERBERATION BASED ON CONVEX OPTIMIZATION ALGORITHMS FOR GROUP SPARSE LINEAR PREDICTION
    Giacobello, Daniele
    Jensen, Tobias Lindstrom
    2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2018, : 446 - 450
  • [50] On the design and implementation of linear differential microphone arrays
    Chen, Jingdong
    Benesty, Jacob
    Pan, Chao
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2014, 136 (06): : 3097 - 3113