阿拉伯语和柏柏尔语的说话人识别和验证系统

Ferhat Roumiassa, F. Chelali
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引用次数: 1

摘要

本研究的目的是探讨Mel频率倒谱系数和线性预测编码结合主成分分析在阿拉伯语和阿尔及利亚柏柏尔语说话人识别系统中的优势。为此,采用多层感知分类器,在识别过程中使用不同的训练函数,以提高全局效率。动态时间包裹(DTW)也被用于说话人的验证。与其他方法的对比分析表明,该方法具有较好的验证和识别效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Speaker Identification and Verification System for Arabic and Berber Language
The purpose of this work is to explore the advantage of Mel Frequency Cepstral Coefficients and Linear Predictive Coding combined with Principal Component Analysis, for speaker identification system applied for Arabic and Algerian Berber language. For this aim, the multilayer perception classifier is applied where different training functions are used for recognition process to improve the global efficiency. Dynamic time wrapping (DTW) is also applied for speaker verification. A Comparative analysis with some methods reveals that the proposed method provide good efficiency for verification and identification.
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