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
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;
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
DOI :
10.1109/TASL.2010.2042130