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Off-Grid Fundamental Frequency Estimation
- Source :
- IEEE/ACM Transactions on Audio, Speech, and Language Processing. 26:296-303
- Publication Year :
- 2018
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2018.
-
Abstract
- In this paper, we propose a gridless method for estimating an unknown number of fundamental frequencies. Starting with a conventional dictionary matrix, containing sets of candidate fundamental frequencies and their corresponding harmonics, a nonconvex log-sum cost function is formed such that it imposes the harmonic structure and treats every fundamental frequency in the dictionary as a parameter. The cost function is iteratively decreased by minimizing a surrogate function, and, in each iteration, the fundamental frequencies are refined, whereas redundant parameters are omitted from the dictionary. The proposed method is tested on both real and simulated data, showing its preferred performance as compared to other state-of-the-art multipitch estimators.
- Subjects :
- Signal processing
Acoustics and Ultrasonics
Computer science
Estimator
020206 networking & telecommunications
02 engineering and technology
Fundamental frequency
Function (mathematics)
Harmonic analysis
030507 speech-language pathology & audiology
03 medical and health sciences
Computational Mathematics
Matrix (mathematics)
Harmonics
0202 electrical engineering, electronic engineering, information engineering
Computer Science (miscellaneous)
Electrical and Electronic Engineering
0305 other medical science
Algorithm
Sparse matrix
Subjects
Details
- ISSN :
- 23299304 and 23299290
- Volume :
- 26
- Database :
- OpenAIRE
- Journal :
- IEEE/ACM Transactions on Audio, Speech, and Language Processing
- Accession number :
- edsair.doi...........d5dfbbe51754510559ad37ae157734af
- Full Text :
- https://doi.org/10.1109/taslp.2017.2775800