• DocumentCode
    151515
  • Title

    An automatic model-building algorithm for sparse approximation of room impulse responses with Orthonormal Basis Functions

  • Author

    Vairetti, Giacomo ; van Waterschoot, Toon ; Moonen, Marc ; Catrysse, Michael ; Jensen, Soren Holdt

  • Author_Institution
    Dept. of Electr. Eng. (ESAT), KU Leuven, Leuven, Belgium
  • fYear
    2014
  • fDate
    8-11 Sept. 2014
  • Firstpage
    248
  • Lastpage
    252
  • Abstract
    Orthonormal Basis Function (OBF) models are used to define stable fixed-poles infinite impulse response filter structures that allow to incorporate knowledge about the resonant characteristics of a stable, causal and linear system. In the approximation of a room impulse response, OBF models can include knowledge about the room resonances as a set of poles, which appear nonlinearly in the structure. A novel algorithm is pro-posed, that avoids this nonlinear problem by iteratively estimating the poles and building the model. Some of the properties of OBF models, such as orthogonality and linearity-in-the-parameters, are exploited and the final model has the favorable property of being scalable. The OBF model provides a longer response than the all-zero model and is particularly suited in approximating the early response and the predominant resonances for relatively small model orders.
  • Keywords
    IIR filters; acoustic signal processing; architectural acoustics; iterative methods; time-frequency analysis; OBF models; automatic model-building algorithm; infinite impulse response filter structures; linearity-in-the-parameters; orthogonality; orthonormal basis functions; resonant characteristics; room impulse responses; room resonances; sparse approximation; Acoustics; Approximation algorithms; Approximation methods; Computational modeling; Integrated circuits; Matching pursuit algorithms; Vectors; Orthogonal Matching Pursuit; Orthonormal Basis Functions; Room Acoustics; Sparse ap-proximation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustic Signal Enhancement (IWAENC), 2014 14th International Workshop on
  • Conference_Location
    Juan-les-Pins
  • Type

    conf

  • DOI
    10.1109/IWAENC.2014.6954296
  • Filename
    6954296