Research on End-to-end Voiceprint Recognition Model Based on Convolutional Neural Network

doi:10.13052/jwe1540-9589.20511

	Research on End-to-end Voiceprint Recognition Model Based on Convolutional Neural Network
	Hong Zhao 1; Yue, Lupeng 1; Wang, Weijie 1; Zeng Xiangyan 2
	2021
发表期刊	JOURNAL OF WEB ENGINEERING
ISSN	1540-9589
卷号	20 期号:5 页码:1573-1585
摘要	Speech signal is a time-varying signal, which is greatly affected by individual and environment. In order to improve the end-to-end voice print recognition rate, it is necessary to preprocess the original speech signal to some extent. An end-to-end voiceprint recognition algorithm based on convolutional neural network is proposed. In this algorithm, the convolution and down-sampling of convolutional neural network are used to preprocess the speech signals in end-to-end voiceprint recognition. The one-dimensional and two-dimensional convolution operations were established to extract the characteristic parameters of Meier frequency cepstrum coefficient from the preprocessed signals, and the classical universal background model was used to model the recognition model of voice print. In this study, the principle of end-to-end voiceprint recognition was firstly analyzed, and the process of end-to-end voice print recognition, end-to-end voice print recognition features and Res-FD-CNN network structure were studied. Then the convolutional neural network recognition model was constructed, and the data were preprocessed to form the convolutional layer in frequency domain and the algorithm was tested.
关键词	Convolutional neural network end-to-end voiceprint recognition voiceprint recognition model speech signal Res-FD-CNN network structure
DOI	10.13052/jwe1540-9589.20511
收录类别	SCIE
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号	WOS:000720660800011
出版者	RIVER PUBLISHERS
来源库	WOS
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/150106
专题	兰州理工大学
通讯作者	Yue, Lupeng
作者单位	1.Lanzhou Univ Technol, Sch Comp Sci, Lanzhou 730050, Gansu, Peoples R China; 2.Ft Valley State Univ, Dept Math & Comp Sci, Fort Valley, GA 31030 USA
第一作者单位	兰州理工大学
通讯作者单位	兰州理工大学
第一作者的第一单位	兰州理工大学
推荐引用方式 GB/T 7714	Hong Zhao,Yue, Lupeng,Wang, Weijie,et al. Research on End-to-end Voiceprint Recognition Model Based on Convolutional Neural Network[J]. JOURNAL OF WEB ENGINEERING,2021,20(5):1573-1585.
APA	Hong Zhao,Yue, Lupeng,Wang, Weijie,&Zeng Xiangyan.(2021).Research on End-to-end Voiceprint Recognition Model Based on Convolutional Neural Network.JOURNAL OF WEB ENGINEERING,20(5),1573-1585.
MLA	Hong Zhao,et al."Research on End-to-end Voiceprint Recognition Model Based on Convolutional Neural Network".JOURNAL OF WEB ENGINEERING 20.5(2021):1573-1585.