Joint DOA and multi-pitch estimation based on subspace techniques

被引:0
|
作者
Johan Xi Zhang
Mads Græsbøll Christensen
Søren Holdt Jensen
Marc Moonen
机构
[1] Aalborg University,Department of Electronic Systems (ES
[2] Aalborg University,MISP)
[3] Katholieke Universiteit Leuven,Department of Architecture, Design and Media Technology
关键词
multi-pitch estimation; direction-of-arrival estimation; subspace orthogonality; array processing;
D O I
暂无
中图分类号
学科分类号
摘要
In this article, we present a novel method for high-resolution joint direction-of-arrivals (DOA) and multi-pitch estimation based on subspaces decomposed from a spatio-temporal data model. The resulting estimator is termed multi-channel harmonic MUSIC (MC-HMUSIC). It is capable of resolving sources under adverse conditions, unlike traditional methods, for example when multiple sources are impinging on the array from approximately the same angle or similar pitches. The effectiveness of the method is demonstrated on a simulated an-echoic array recordings with source signals from real recorded speech and clarinet. Furthermore, statistical evaluation with synthetic signals shows the increased robustness in DOA and fundamental frequency estimation, as compared with to a state-of-the-art reference method.
引用
收藏
相关论文
共 50 条
  • [1] Joint DOA and multi-pitch estimation based on subspace techniques
    Zhang, Johan Xi
    Christensen, Mads Graesboll
    Jensen, Soren Holdt
    Moonen, Marc
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2012,
  • [2] JOINT DOA AND MULTI-PITCH ESTIMATION USING BLOCK SPARSITY
    Kronvall, Ted
    Adalbjornsson, Stefan Ingi
    Jakobsson, Andreas
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [3] An iterative subspace-based multi-pitch estimation algorithm
    Zhang, Johan Xi
    Christensen, Mads Graesboll
    Jensen, Soren Holdt
    Moonen, Marc
    [J]. SIGNAL PROCESSING, 2011, 91 (01) : 150 - 154
  • [4] JOINT DOA AND MULTI-PITCH ESTIMATION VIA BLOCK SPARSE DICTIONARY LEARNING
    Kronvall, Ted
    Adalbjornsson, Stefan Ingi
    Jakobsson, Andreas
    [J]. 2014 PROCEEDINGS OF THE 22ND EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2014, : 1053 - 1057
  • [5] Multi-pitch estimation
    Christensen, Mads Graesboll
    Stoica, Petre
    Jakobsson, Andreas
    Jensen, Soren Holdt
    [J]. SIGNAL PROCESSING, 2008, 88 (04) : 972 - 983
  • [6] Multi-Pitch Estimation by a Joint 2-D Representation of Pitch and Pitch Dynamics
    Wang, Tianyu T.
    Quatieri, Thomas F.
    [J]. 11TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2010 (INTERSPEECH 2010), VOLS 1-2, 2010, : 645 - 648
  • [7] RNN-BLSTM Based Multi-Pitch Estimation
    Zhang, Jianshu
    Tang, Jian
    Dai, Li-Rang
    [J]. 17TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2016), VOLS 1-5: UNDERSTANDING SPEECH PROCESSING IN HUMANS AND MACHINES, 2016, : 1785 - 1789
  • [8] MULTI-PITCH ESTIMATION OF INHARMONIC SIGNALS
    Nilsson, Tommy
    Adalbjornsson, Stefan I.
    Butt, Naveed R.
    Jakobsson, Andreas
    [J]. 2013 PROCEEDINGS OF THE 21ST EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2013,
  • [9] MULTI-PITCH ESTIMATION USING SEMIDEFINITE PROGRAMMING
    Jensen, Tobias Lindstrom
    Vandenberghe, Lieven
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 4192 - 4196
  • [10] Multi-pitch estimation based on partial event and support transfer
    Duan, Zhiyao
    Zhang, Dan
    Zhang, Changshui
    Shi, Zhenwei
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-5, 2007, : 216 - 219