MULTI-PITCH ESTIMATION USING SEMIDEFINITE PROGRAMMING

被引:0
|
作者
Jensen, Tobias Lindstrom [1 ]
Vandenberghe, Lieven [2 ]
机构
[1] Aalborg Univ, Dept Elect Syst, Aalborg, Denmark
[2] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90024 USA
关键词
Spectral estimation; multi-pitch estimation; continuous sparse optimization; semidefinite programming; LINE SPECTRAL ESTIMATION; SPARSE;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Multi-pitch estimation concerns the problem of estimating the fundamental frequencies (pitches) and amplitudes/phases of multiple superimposed harmonic signals with application in music, speech, vibration analysis, and other fields. In this paper we formulate a complex-valued multi-pitch estimator via a semidefinite programming method for continuous sparse optimization over an infinite dictionary of vectors of complex exponentials and extend this to real-valued data via a real semidefinite program with the same dimensions (i.e. half the size). We further impose a continuous frequency constraint naturally occurring from assuming a Nyquist sampled signal by adding an additional semidefinite constraint. In our numerical experiments, the proposed estimator shows superior performance compared to state-of-the-art methods for separating two closely spaced fundamentals and approximately achieves the asymptotic Cramer-Rao lower bound.
引用
收藏
页码:4192 / 4196
页数:5
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