Research on the Voiceprint Recognition Based on Bp-Ga Algorithm

被引:0
|
作者
Kong, Yanfeng [1 ,2 ]
Jia, Lianxing [1 ]
Zhang, Jiang [1 ]
机构
[1] Natl Def Informat Inst, Wuhan, Hubei, Peoples R China
[2] 92815 Army Branch Weapon, Xiang Shan, Peoples R China
关键词
voiceprint recognition; artificial intelligence; BP-GA; wavelet transform;
D O I
10.23977/icamcs.2018.043
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In order to improve the performance of voiceprint recognition system, the paper proposes to use BP neural network-genetic algorithm (BP-GA) in voice recognition. The algorithm can overcome the problem that the traditional multi-layer artificial neural network is easy to fall into local minima when it is trained by genetic algorithm. The experimental results show that the BP-GA algorithm has the advantages of faster recognition rate, higher recognition rate and lower error rate, automatic error correction and robustness for different speakers, than the traditional recognition algorithms (LPCC, MFCC, etc.).
引用
收藏
页码:235 / 239
页数:5
相关论文
共 50 条
  • [21] Research on Robustness of Voiceprint Recognition Technology
    Shen, Haijuan
    Wang, Bo
    Wang, Junsheng
    2018 INTERNATIONAL CONFERENCE ON ALGORITHMS, COMPUTING AND ARTIFICIAL INTELLIGENCE (ACAI 2018), 2018,
  • [22] Optimization of Theanine-Glucose Maillard Reaction Conditions Based on Artificial Neural Network Coupled Genetic Algorithm (BP-GA)
    Qu Y.
    Zhang S.
    Luo L.
    Zeng L.
    Science and Technology of Food Industry, 2023, 44 (24) : 183 - 192
  • [23] 基于BP-GA的融合算法实现
    陈永龙
    何国良
    徐宗昌
    装备指挥技术学院学报, 2007, (04) : 106 - 110
  • [24] 滑坡预报的BP-GA混合算法
    吴承祯
    洪伟
    不详
    山地学报 , 2000, (04) : 360 - 364
  • [25] A new voiceprint recognition algorithm based on word embedding LSTM network
    Yan, He
    Xie, Min
    Chen, Yang
    Li, Xiaoling
    Dong, Yingyan
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 127 : 39 - 40
  • [26] Research on Water Microorganism Recognition Based on BP Neural Network Algorithm
    Li, Xinwu
    JOURNAL OF PURE AND APPLIED MICROBIOLOGY, 2013, 7 (03): : 1989 - 1994
  • [27] Research on Voiceprint Recognition of Camouflage Voice Based on Deep Belief Network
    Nan Jiang
    Ting Liu
    International Journal of Automation and Computing, 2021, (06) : 947 - 962
  • [28] Research and application of voiceprint recognition based on a deep recurrent neural network
    Luo, K.
    Fu, L.
    AUTOMATIC CONTROL, MECHATRONICS AND INDUSTRIAL ENGINEERING, 2019, : 309 - 316
  • [29] Surface defect recognition of bar insulator based on improved GA-BP algorithm
    Gu, Guimei
    Chen, Guocui
    Journal of Railway Science and Engineering, 2022, 19 (02) : 546 - 553
  • [30] Research on Voiceprint Recognition of Camouflage Voice Based on Deep Belief Network
    Jiang, Nan
    Liu, Ting
    INTERNATIONAL JOURNAL OF AUTOMATION AND COMPUTING, 2021, 18 (06) : 947 - 962