Modal decomposition of musical instrument sounds via optimization-based non-linear filtering

Yoshiki Masuyama, Tsubasa Kusano, Kohei Yatabe, Yasuhiro Oikawa

Research output: Contribution to journalArticle

Abstract

For musical instrument sounds containing partials, which are referred to as modes, the decaying processes of the modes significantly affect the timbre of musical instruments and characterize the sounds. However, their accurate decomposition around the onset is not an easy task, especially when the sounds have sharp onsets and contain the non-modal percussive components such as the attack. This is because the sharp onsets of modes comprise peaky but broad spectra, which makes it difficult to get rid of the attack component. In this paper, an optimization-based method of modal decomposition is proposed to overcome it. The proposed method is formulated as a constrained optimization problem to enforce the perfect reconstruction property which is important for accurate decomposition and causality of modes. Three numerical simulations and application to the real piano sounds confirm the performance of the proposed method.

Original languageEnglish
Pages (from-to)186-197
Number of pages12
JournalAcoustical Science and Technology
Volume40
Issue number3
DOIs
Publication statusPublished - 2019 Jan 1

Keywords

  • Alternating direction method of multipliers (ADMM)
  • Causality
  • Convex optimization
  • Perfect reconstruction
  • Pianos

ASJC Scopus subject areas

  • Acoustics and Ultrasonics

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