基于遗传算法的说话人识别码本设计方法

M.R. Islam, M.F. Rahman, M. Amin, M. Zaman
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引用次数: 1

摘要

本文提出了一种利用遗传算法设计说话人识别码本的新方法。使用LPC、LPCC、RCC、MFCC、DeltaMFCC和DeltaDeltaMFCC等标准语音参数化方法提取语音特征。对于这些技术中的每一种,所提出的系统的性能进行了比较。在这种码本设计方法中,遗传算法具有获得全局最优结果的能力,从而提高了码本的质量。实验结果表明,所提出的码本设计方法具有92%的准确率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Codebook design method for speaker identification based on Genetic Algorithm
In this paper, a novel method of designing a codebook for speaker identification purpose utilizing genetic algorithm has been proposed. Speech features have been extracted using standard speech parameterization method such as LPC, LPCC, RCC, MFCC, DeltaMFCC and DeltaDeltaMFCC. For each of these techniques, the performance of the proposed system has been compared. In this codebook design method, genetic algorithm has the capability of getting global optimal result and hence improves the quality of the codebook. Experimental results show the superiority (i.e. 92% accuracy has been achieved) of this proposed codebook design method.
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