Speech characterization and synthesis by nonlinear methods

被引:56
作者
Banbrook, M [1 ]
McLaughlin, S [1 ]
Mann, I [1 ]
机构
[1] Vocalis Ltd, Cambridge, England
来源
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING | 1999年 / 7卷 / 01期
基金
英国工程与自然科学研究理事会;
关键词
chaos; nonlinear theory; speech analysis; speech synthesis;
D O I
10.1109/89.736326
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper addresses recent suggestions in the literature that the generation of speech is a nonlinear process. This has sparked great interest in the area of nonlinear analysis of speech with a number of studies being conducted to investigate whether low dimensional chaotic attractors exist for speech, This paper examines a corpus of sustained vowel sounds which were recorded for this study to ensure dynamical invariance. The sounds are assessed by a range of the invariant geometric features developed for the analysis of chaotic systems such as correlation dimension, Lyapunov exponents, and short-term predictability. The results presented suggest that although voiced speech is well characterized by a small number of dimensions, it is not necessarily chaotic, Finally, a synthesis technique for voiced sounds is developed inspired by the technique for estimating the Lyapunov exponents.
引用
收藏
页码:1 / 17
页数:17
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