Multi-pitch estimation exploiting block sparsity

被引:42
作者
Adalbjornsson, Stefan I. [1 ]
Jakobsson, Andreas [1 ]
Christensen, Mads G. [2 ]
机构
[1] Lund Univ, Dept Math Stat, SE-22100 Lund, Sweden
[2] Aalborg Univ, Dept Architecture Design & Media Technol, Audio Anal Lab, Aalborg, Denmark
基金
瑞典研究理事会;
关键词
Pitch estimation; Block sparsity; Total variation; Spectral smoothness; Order estimation; FREQUENCY ESTIMATION; MODEL-ORDER; SELECTION; REPRESENTATIONS; REGRESSION; TRACKING; SPEECH; MUSIC;
D O I
10.1016/j.sigpro.2014.10.014
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
We Study the problem of estimating the fundamental frequencies of a signal containing multiple harmonically related sinusoidal components using a novel block sparse signal representation. An efficient algorithm for solving the resulting optimization problem is devised exploiting a novel variable step-size alternating direction method of multipliers (ADMM). The resulting algorithm has guaranteed convergence and shows notable robustness to the f(0) vs f(0)/2 ambiguity problem. The superiority of the proposed method, as compared to earlier presented estimation techniques, is demonstrated using both simulated and measured audio signals, clearly indicating the preferable performance of the proposed technique. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:236 / 247
页数:12
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