A self-learning predictive model of articulator movements during speech production

被引:22
作者
Blackburn, CS [1 ]
Young, S [1 ]
机构
[1] Univ Cambridge, Dept Engn, Cambridge CB2 1PZ, England
关键词
D O I
10.1121/1.428450
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
A model is presented which predicts the movements of flesh points on the tongue, lips, and jaw during speech production, from time-aligned phonetic strings. Starting from a database of x-ray articulator trajectories, means and variances of articulator positions and curvatures at the midpoints of phonemes are extracted from the data set. During prediction, the amount of articulatory effort required in a particular phonetic context is estimated from the relative local curvature of the articulator trajectory concerned. Correlations between position and curvature are used to directly predict variations from mean articulator positions due to coarticulatory effects. Use of the explicit coarticulation model yields a significant increase in articulatory modeling accuracy with respect to x-ray traces, as compared with the use of mean articulator positions alone. (C) 2000 Acoustical Society, of America, [S0001-4966(00)01502-2].
引用
收藏
页码:1659 / 1670
页数:12
相关论文
共 57 条
[1]  
Abbs J. H., 1988, SOMA, V2, P29
[2]   EVALUATION OF A SPECTRUM TARGET PREDICTION MODEL IN SPEECH-PERCEPTION [J].
AKAGI, M .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1990, 87 (02) :858-865
[3]  
Akagi M., 1990, Computer Speech and Language, V4, P325, DOI 10.1016/0885-2308(90)90014-W
[4]  
[Anonymous], 1989, Automatic speech recognition: The development of the SPHINX system
[5]  
[Anonymous], 1970, INTRO MATH STAT
[6]  
[Anonymous], 1974, Introduction to the Theory of Statistics
[7]   INVERSION OF ARTICULATORY-TO-ACOUSTIC TRANSFORMATION IN VOCAL-TRACT BY A COMPUTER-SORTING TECHNIQUE [J].
ATAL, BS ;
CHANG, JJ ;
MATHEWS, MV ;
TUKEY, JW .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1978, 63 (05) :1535-1555
[8]  
BAILLY G, 1996, ECSA 4 TUT WORKSH SP, P145
[9]  
BAKIS R, 1991, IEEE SPEECH REC WORK
[10]   COARTICULATION OF UPPER LIP PROTRUSION IN FRENCH [J].
BENGUEREL, AP ;
COWAN, HA .
PHONETICA, 1974, 30 (01) :41-55