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Matlab-Based Intelligent Voiceprint Recognition System

机译:基于Matlab的智能声纹识别系统

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摘要

In this paper, a complete voiceprint recognition based on Matlab was realized, including speech processing and feature extraction at early stage, and model training and recognition at later stage. For speech processing and feature extraction at early stage, Mel Frequency Cepstrum Coefficient (MFCC) was taken as feature parameter. For speaker model method, DTW model was adopted to reflect the voiceprint characteristics of speech, converting voiceprint recognition into speaker speech data evaluation, and breaking up complex speech training and matching into model parameter training and probability calculation. Simulation experiment results show that this system is effective to recognize voiceprint.
机译:本文实现了基于Matlab的完整声纹识别,包括早期的语音处理和特征提取,以及后期的模型训练和识别。对于早期的语音处理和特征提取,以梅尔频率倒谱系数(MFCC)作为特征参数。对于说话人模型方法,采用DTW模型来反映语音的声纹特征,将声纹识别转换为说话人语音数据评估,并将复杂的语音训练和匹配分解为模型参数训练和概率计算。仿真实验结果表明,该系统能够有效识别声纹。

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