• DocumentCode
    1440985
  • Title

    Similarities and Differences Between Warped Linear Prediction and Laguerre Linear Prediction

  • Author

    Den Brinker, Albertus C. ; Krishnamoorthi, Harish ; Verbitskiy, Evgeny A.

  • Author_Institution
    Philips Res., Eindhoven, Netherlands
  • Volume
    19
  • Issue
    1
  • fYear
    2011
  • Firstpage
    24
  • Lastpage
    33
  • Abstract
    Linear prediction has been successfully applied in many speech and audio processing systems. This paper presents the similarities and differences between two classes of linear prediction schemes, namely, Warped Linear Prediction (WLP) and Laguerre Linear Prediction (LLP). It is shown that both systems are closely related. In particular, we show that the LLP is in fact a WLP system where the optimization procedure is adapted such that the whitening property is automatically incorporated. The adaptation consists of a new linear constraint on the parameters. Furthermore, we show that an optimized WLP scheme where whitening is achieved by prefiltering before estimating the optimal coefficients results in a filter having all except the last reflection coefficient equal to those of the optimal LLP filter.
  • Keywords
    audio signal processing; filtering theory; speech processing; stochastic processes; Laguerre linear prediction; audio processing systems; speech processing systems; warped linear prediction; Equations; Filters; Frequency; Power generation; Predictive models; Reflection; Signal processing; Speech coding; Speech processing; Stability; Audio coding; frequency warping; linear prediction; speech coding;
  • fLanguage
    English
  • Journal_Title
    Audio, Speech, and Language Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1558-7916
  • Type

    jour

  • DOI
    10.1109/TASL.2010.2042130
  • Filename
    5431032