Using Formant Characteristics of Russian Vowels and Consonants for User Authentication-Reference-Cited by-同舟云学术

Using Formant Characteristics of Russian Vowels and Consonants for User Authentication

Published:2023-12-17 Issue:1 Volume:18 Page:59-69
ISSN:1998-6920
Container-title:The Herald of the Siberian State University of Telecommunications and Information Science
language:
Short-container-title:jour

Author:

Belova Ye. P.¹^ORCID

Affiliation:

1. Ufa University of Science and Technology (UUST)

Abstract

The article proposes a method for user authentication based on formant characteristics. A biometric image has been developed consisting of the formant characteristics of 46 sounds of the Russian language (6 vowels, 4 diphthongs and 36 consonants). An authentication system architecture based on formant characteristics and frequency of the leading formant of vowels and consonants is proposed. A Module for extracting the formant characteristics of vowels and consonants has been developed. A block diagram of the Module for extracting the formant characteristics of vowels and consonants and block diagrams of its submodules are presented. The Random Forest algorithm, k-nearest neighbors, logistic regression, multilayer perceptron and Support Vector Machine are combined into a cluster of algorithms. A block diagram of training and testing models based on a cluster of algorithms is given. Models were trained on the basis of algorithms clusters. The results of the experiment were obtained and their analysis was carried out.

Publisher

Siberian State University of Telecommunications and Informatics

Reference12 articles.

1. Oganesyan A. G. Effektivnyi algoritm vydeleniya formant iz spektra rechevogo signala [Efficient algorithm for extracting formants from the spectrum of a speech signal]. Vychislitel'naya tekhnika i informatika, Moscow, 2006, vol. LIX, no.1, pp. 177-183.

2. Sysoev O. V., Glauzdovskii V. V., Kurpatov V. L. Issledovanie vozmozhnosti primeneniya formantnykh kharakteristik v zadachakh biometricheskoi autentifikatsii [Study of the possibility of using formant characteristics in biometric authentication tasks] Sibirskii informatsionno-kommunikatsionnyi zhurnal, 2017, no. 1 (63), pp. 93-97.

3. Shokhin A. A., Sedel'nikov S. Yu. Metodika formantnogo analiza dlya biometricheskoi autentifikatsii pol'zovatelei [Methods of formant analysis for biometric user authentication] Informatika i vychislitel'naya tekhnika, 2018, no. 4, pp. 36-41.

4. Peterson G. E., Barney H. L. Control methods used in a study of the vowels. The Journal of the Acoustical Society of America, 1952, no. 24(2), pp.175-184.

5. Babosov E. G., Avdeev A. V., Zueva E. V. Issledovanie vozmozhnosti ispol'zovaniya for-mantnykh kharakteristik zvukov rechi dlya autentifikatsii pol'zovatelei [Study of the possibility of using the formant characteristics of speech sounds for user authentication] Mediko-biologicheskie i tekhnicheskie sistemy, 2015, no. 3 (79), pp. 172-178.