Detecting synchronizations in an asymmetric vocal fold model from time series data

被引:23
作者
Tokuda, I [1 ]
Herzel, H [1 ]
机构
[1] Humboldt Univ, Inst Theoret Biol, D-10115 Berlin, Germany
关键词
D O I
10.1063/1.1848232
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A nonlinear modeling approach is presented for the reconstruction of the synchronization structure in an asymmetric two-mass model from time series data. The asymmetric two-mass model describes a variety of normal and pathological human voices associated with synchronous and desynchronous oscillations of the two asymmetric vocal folds. Our technique recovers the synchronization diagram, which yields the regimes of synchronization as well as desynchronization, which are dependent upon the asymmetry parameter and the subglottal pressure. This allows the prediction of the regime of pathological phonation associated with desynchronization of the vocal folds from a few sets of recorded time series. It is shown that the modeling is quite effective when the time series data are chaotic and if they are taken from a regime of desynchronization. We discuss the applicability of the present approach as a diagnostic tool for voice pathologies. (C) 2005 American Institute of Physics.
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页数:11
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共 51 条
[1]   Asymptotic statistical theory of overtraining and cross-validation [J].
Amari, S ;
Murata, N ;
Muller, KR ;
Finke, M ;
Yang, HH .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (05) :985-996
[2]  
[Anonymous], 1973, LINEAR NONLINEAR PRO
[3]   Reconstructing bifurcation diagrams from noisy time series using nonlinear autoregressive models [J].
Bagarinao, E ;
Pakdaman, K ;
Nomura, T ;
Sato, S .
PHYSICAL REVIEW E, 1999, 60 (01) :1073-1076
[4]   Global and local dimensions of vocal dynamics [J].
Behrman, A .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1999, 105 (01) :432-443
[5]   Bifurcations in excised larynx experiments [J].
Berry, DA ;
Herzel, H ;
Titze, IR ;
Story, BH .
JOURNAL OF VOICE, 1996, 10 (02) :129-138
[6]   NONLINEAR PREDICTION OF CHAOTIC TIME-SERIES [J].
CASDAGLI, M .
PHYSICA D, 1989, 35 (03) :335-356
[7]   PRESSURE MEASUREMENTS DURING SPEECH PRODUCTION USING SEMICONDUCTOR MINIATURE PRESSURE TRANSDUCERS - IMPACT ON MODELS FOR SPEECH PRODUCTION [J].
CRANEN, B ;
BOVES, L .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1985, 77 (04) :1543-1551
[8]  
Crutchfield J. P., 1987, Complex Systems, V1, P417
[9]   Vibration parameter extraction from endoscopic image series of the vocal folds [J].
Döllinger, M ;
Hoppe, U ;
Hettlich, F ;
Lohscheller, J ;
Schuberth, S ;
Eysholdt, U .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2002, 49 (08) :773-781
[10]   PREDICTING CHAOTIC TIME-SERIES [J].
FARMER, JD ;
SIDOROWICH, JJ .
PHYSICAL REVIEW LETTERS, 1987, 59 (08) :845-848