Title :
Continuously adaptive linear predictive coding of speech
Author :
Bellegarda, Jerome R. ; Farden, David C.
Author_Institution :
Dept. of Electr. Eng., Rochester Univ., NY, USA
Abstract :
A continuously adaptive approach to speech encoding is presented. In contrast with other adaptation methods, it provides reliable modeling of the transition between two phonemes, and, unlike the usual block-stationary techniques, it eliminates the need to detect these transitions. Continuously adaptive linear predictive coding takes into account the inherent nonstationarity of the speech signal by using the expected minimum rate of change of the model parameters as a constraint in the recursive estimation of these parameters. The criterion considered is a constrained-least-squares cost functional which incorporates with equal weight all instantaneous errors up to the time of observation. An appropriate algorithm is given, and simulations are presented to illustrate the basic cost-performance tradeoffs involved in the approach
Keywords :
encoding; filtering and prediction theory; parameter estimation; speech analysis and processing; constrained-least-squares cost functional; continuously adaptive approach; encoding; inherent nonstationarity; linear predictive coding; model parameters; recursive estimation; speech coding; speech signal; Costs; Encoding; Linear predictive coding; Parameter estimation; Predictive models; Signal analysis; Speech analysis; Speech coding; Speech processing; Speech synthesis;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1988. ICASSP-88., 1988 International Conference on
Conference_Location :
New York, NY
DOI :
10.1109/ICASSP.1988.196587