Research on Voice Print Recognition Algorithm based on Wavelet-GA-BP Neural Network

被引:1
作者
Kong Yanfeng [1 ,2 ]
Jia Lianxing [1 ]
Zhang Jiang [2 ]
机构
[1] Natl Univ Def Technol, Coll Informat & Commun, Wuhan, Hubei, Peoples R China
[2] 92815 Army Branch Weapon, Xiangshan, Zhejiang, Peoples R China
来源
2019 6TH INTERNATIONAL CONFERENCE ON MECHATRONICS AND MECHANICAL ENGINEERING | 2020年 / 717卷
关键词
D O I
10.1088/1757-899X/717/1/012018
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Aiming at the fact that common pattern recognition algorithms such as LPCC and MFCC have flaws in voice-print recognition, the paper put forward a new algorithm, which employed wavelet analysis, BP neural network and niche genetic algorithm. Firstly, the algorithm extracted time-domain and frequency-domain characteristic variation of voice signal by wavelet transform, secondly, trained the neural network niche genetic algorithm, which solved the problem of local minimum value caused by normal multi-layers neural network, lastly, took the wavelet transform variations as the training data of the optimization neural network. Simulation experiment was carried out. The results indicate the algorithm in this paper is superior to current recognition algorithms, it has fast recognition velocity, high recognition rate, low fault rate and strong robustness with different voice-makers, besides, it can automatically correct errors.
引用
收藏
页数:6
相关论文
共 8 条
[1]  
[曹雪琳 Cao Xuelin], 2010, [计算机仿真, Computer Simulation], V27, P324
[2]   A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[3]   Optimization Design of Elastic Coupling in Swashplate Engine Based on BP-GA [J].
Kong, Yanfeng ;
Zhang, Zhenshan ;
Cheng, Guangtao .
APPLIED MECHANICS AND MECHANICAL ENGINEERING, PTS 1-3, 2010, 29-32 :2380-2385
[4]  
Kong Yanfeng, 2010, 2010 INT C COMP MECH
[5]  
Koushan K., 2003, P FAST2003 7 INT C F, P120
[6]  
[李中华 Li Zhonghua], 2016, [哈尔滨工业大学学报, Journal of Harbin Institute of Technology], V48, P178
[7]  
Qi Zhang, 2017, COMPUTER SIMULATION, V34, P176
[8]  
[王山海 Wang Shanhai], 2015, [计算机应用研究, Application Research of Computers], V32, P2289