• 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