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基于分带谱熵和小波域Teager能量的语音清浊分类算法

Keywords: 语音分类,小波变换,Teager能量,分带谱熵

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Abstract:

基于分带谱熵和小波域Teager能量提出了一种改进的语音清浊分类算法.该算法首先计算频域内的分带谱熵,然后在小波域计算不同频带的Teager能量,计算出低频能量所占的比例,通过这2个参数进行清浊判断.实验结果证明,由于分带谱熵能加深清浊音之间的差异,Teager能量能快速跟踪声门周期内信号能量的变化,因此该算法更容易提取浊音,在纯净语音和含噪语音上的性能都优于幅度能量算法.

References

[1]  CHILDERS D G,HAHN M,LARAR J N.Silent and voiced/unvoiced/mixed excitation(four-way)classification of speech[J].IEEE Trans Acoust Speech and Signal Processing,1989,11(37):1171-1774.
[2]  STEGMANN J,SCHRODER G,FISCHER K A.Robust classification of speech based on the dyadic wavelet transform withapplication to CELP coding[C]∥ICASSP-96.Washington,DC:IEEE Computer Society,1996:546-549.
[3]  RADFAR M H,FAEZ K,SAYADIYAN A,et al.Wavelet packet based features selection and fuzzy ARTMAP neuralnetwork classifier for speech classification[C]∥IEEE International Symposium on Signal Processing and InformationTechnology,2003.Darmstadt,Germany:ISSPIT,2003:620-624.
[4]  ALEXANDRU C,ALINA N,GAVRIL T,et al.An improved method for automatic classification of speech[C]∥2006IEEE International Conference on Automation,Quality and Testing,Robotics.Cluj-Napoca,Romania:IEEE,2006,5(1):448-451.
[5]  WU Bing-fei,WANG Kun-ching.Robust endpoint detection algorithm based on the adaptive band-partitioning spectralentropy in adverse environments[J].IEEE Transactions on Speech and Audio Processing,2005,13(5):762-775.
[6]  李如玮,鲍长春.一种基于分带谱熵和谱能量的语音端点检测算法[J].北京工业大学学报,2007,33(9):920-924.LI Ru-wei,BAO Chang-chun.A speech endpoint detection algorithm based on the band-partitioning spectral entropy andspectral energy[J].Journal of Beijing University of Technology,2007,33(9):920-924.(in Chinese)
[7]  LACHIRI Z,ELLOUZE N.Speech classification in noisy environment using subband decomposition[C]∥InternationalSymposium on Signal Processing and Its Applications.Paris:ISSPA,2003:409-412.
[8]  JATER E,MAHDI A E.Wavelet based voiced/unvoiced classification algorithm[C]∥EC-VIP-MC 2003,4th EURASIPConference Focused on Video/Image Processing and Multimedia Communications.Zagreb,Croatia:EC-VIP-MC,2003:667-672.
[9]  TEAGER H M.Some observations on oral air flow during phonation[J].IEEE Transactions on Acoustics,Speech,andSignal Processing,1980,28(5):599-601.

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