Speaker Identification Based on Physical Variation of Speech Signal

被引:2
|
作者
Nandan, Durgesh [1 ]
Singh, Mahesh Kumar [2 ]
Kumar, Sanjeev [2 ]
Yadav, Harendra Kumar [3 ]
机构
[1] Symbiosis Int Deemed Univ, Symbiosis Inst Technol, Dept Elect & Telecommun, Pune 412115, Maharashtra, India
[2] CL Educate Ltd, Accendere Knowledge Management Serv, New Delhi 110044, India
[3] Raj Kumar Goel Inst Technol, Dept EEE, Ghaziabad 201003, India
关键词
acoustic feature; classifier; disguised voice; speaker identification; VOICE;
D O I
10.18280/ts.390235
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Speaker identification for the speech signal processing request, determining the speaker is a challenge due to physical variation. This paper emphasizes a new algorithm based on acoustic feature analysis of text-dependent speech. In this proposed method text-dependent speech changed by ten physical variation methods. Acoustic feature of all types of voice is calculated by its arithmetical correlation coefficients and mean value. The audio characteristic is calculated with Mel-frequency cepstrum coefficient (MFCC), its derivatives and double derivatives. An acoustic characteristic is analysed by using normal voice and changed voice by different speakers, the mixed data used for test and training purpose. Passing all the training and test data through the various classifiers based on identification system. Speaker identification efficiency results are calculated from the different classifier.
引用
收藏
页码:711 / 716
页数:6
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