基于改进EMD的语音增强方法研究
Research of Speech Enhancement in low SNR Based on EMMD/MMSE
EMMD分解后的信号虽然解决了EMD中存在的端点效应问题,但是存在音乐噪声,因此,本文提出一种基于EMMD/MMSE的语音增强方法。该算法是利用MMSE来解决经过EMMD处理的信号中含有的音乐噪声的问题,以便得到很好的语音增强效果。通过实验对增强前后语音信号的信噪比分析、以及主观判断表明,基于EMMD/MMSE的语音增强方法的在提高语音信号的信噪比、可懂度方面优于传统的增强方法。
EMMD can solve the endpoint effect problem exits in EMD, but existing music noise, in the signal. Therefore, in this paper proposes a speech enhancement method based on EMMD/MMSE. This algorithm make full use of the characteristics that MMSE can solve the music noise issues exits in EMMD signal processing, so as to obtain good speech enhancement performance. Through doing experiments, comparing the original and enhancement SNR, and subjective judgment, we reach a conclusion that the speech enhancement based on EMMD/MMSE is superior to the traditional enhancement algorithm in improving the speech signal SNR and intelligibility.
金辉、申丽然、孙美玲、刘柏森、卢志茂
通信
信号处理语音增强极值域均值模式分解最小均方误差信噪比
Signal ProcessingSpeech EnhancementExtremum Field Mean Mode DecompositionMinimum Mean Square ErrorSignal to Noise Ratio
金辉,申丽然,孙美玲,刘柏森,卢志茂.基于改进EMD的语音增强方法研究[EB/OL].(2010-12-30)[2025-08-16].http://www.paper.edu.cn/releasepaper/content/201012-1307.点此复制
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