Gender recognition from vocal source

被引:16
|
作者
Sorokin, V. N. [1 ]
Makarov, I. S. [1 ]
机构
[1] Russian Acad Sci, Inst Informat Transmiss Problems, Moscow 101447, Russia
关键词
D O I
10.1134/S1063771008040192
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Efficiency of automatic recognition of male and female voices based on solving the inverse problem for glottis area dynamics and for waveform of the glottal airflow volume velocity pulse is studied. The inverse problem is regularized through the use of analytical models of the voice excitation pulse and of the dynamics of the glottis area, as well as the model of one-dimensional glottal airflow. Parameters of these models and spectral parameters of the volume velocity pulse are considered. The following parameters are found to be most promising: the instant of maximum glottis area, the maximum derivative of the area, the slope of the spectrum of the glottal airflow volume velocity pulse, the amplitude ratios of harmonics of this spectrum, and the pitch. On the plane of the first two main components in the space of these parameters, an almost twofold decrease in the classification error relative to that for the pitch alone is attained. The male voice recognition probability is found to be 94.7%, and the female voice recognition probability is 95.9%.
引用
收藏
页码:571 / 578
页数:8
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