DocumentCode
1856593
Title
Piano sound analysis using Non-negative Matrix Factorization with inharmonicity constraint
Author
Rigaud, François ; David, Bertrand ; Daudet, Laurent
Author_Institution
Inst. Telecom, Telecom ParisTech, Paris, France
fYear
2012
fDate
27-31 Aug. 2012
Firstpage
2462
Lastpage
2466
Abstract
This paper presents a method for estimating the tuning and the inharmonicity coefficient of piano tones, from single notes or chord recordings. It is based on the Non-negative Matrix Factorization (NMF) framework, with a parametric model for the dictionary atoms. The key point here is to include as a relaxed constraint the inharmonicity law modelling the frequencies of transverse vibrations for stiff strings. Applications show that this can be used to finely estimate the tuning and the inharmonicity coefficient of several notes, even in the case of high polyphony. The use of NMF makes this method relevant when tasks like music transcription or source/note separation are targeted.
Keywords
acoustic signal processing; audio signal processing; matrix decomposition; music; source separation; vibrations; NMF framework; chord recordings; dictionary atoms; inharmonicity coefficient estimation; inharmonicity constraint; inharmonicity law; music transcription; musical notes; nonnegative matrix factorization; parametric model; piano sound analysis; piano tones; polyphony; source separation; stiff strings; transverse vibration frequency modelling; tuning coefficient estimation; Atomic clocks; Estimation; Indexes; Mathematical model; Tuning; Vibrations; inharmonicity coefficient estimation; non-negative matrix factorization; piano tuning;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
Conference_Location
Bucharest
ISSN
2219-5491
Print_ISBN
978-1-4673-1068-0
Type
conf
Filename
6334257
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