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
相关论文
共 22 条
  • [1] How to extract Lyapunov exponents from short and noisy time series
    Banbrook, M
    Ushaw, G
    McLaughlin, S
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (05) : 1378 - 1382
  • [2] Lyapunov exponents from a time series: A noise-robust extraction algorithm
    Banbrook, M
    Ushaw, G
    McLaughlin, S
    [J]. CHAOS SOLITONS & FRACTALS, 1996, 7 (07) : 973 - 976
  • [3] BANBROOK M, 1994, P IEE C EXPL CHAOS S
  • [4] BERNHARD HP, 1991, P 13 GRETSI S SIGN I
  • [5] Boshoff H. F. V., 1991, COMSIG 1991 Proceedings. South African Symposium on Communications and Signal Processing (Cat. No.91TH0370-7), P12, DOI 10.1109/COMSIG.1991.278215
  • [6] BREEN A, 1992, ELECT COMMUN ENG J, P19
  • [7] BROOMHEAD DS, 1986, MALVERN SCI SERIES, P113
  • [8] CASDAGLI M, 1991, J R STAT SOC B, V54, P303
  • [9] Robust estimation of tangent maps and Liapunov spectra
    Darbyshire, AG
    Broomhead, DS
    [J]. PHYSICA D, 1996, 89 (3-4): : 287 - 305
  • [10] ERGODIC-THEORY OF CHAOS AND STRANGE ATTRACTORS
    ECKMANN, JP
    RUELLE, D
    [J]. REVIEWS OF MODERN PHYSICS, 1985, 57 (03) : 617 - 656