On the application of variable-step adaptive noise cancelling for improving the robustness of speech recognition

被引:0
|
作者
Yang Jie [1 ]
Wang Zhenli [2 ]
机构
[1] Shanghai Second Polytech Univ, Sch Comp & Informat, Shanghai, Peoples R China
[2] Nanjing Inst Commun Engn, Dept Elect Informat Engn, Nanjing, Jiangsu, Peoples R China
关键词
adaptive noise cancelling(ANC); noise robustness; speech recognition; Spectral subtraction(SS); Mel-frequency cepstral coefficients (MFCC);
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
As speech recognition and spoken language technologies are being transferred to real applications, the need for greater robustness against adverse noise is becoming increasingly apparent. This paper researches a robust speech recognition method based on adaptive noise cancelling (ANC). It obtained the enhanced speech signal by applying a variable-step adaptive noise cancelling algorithm to reduce noise as pretreatment of speech recognition under strong noise circumstance. Mel-frequency cepstral coefficients (MFCC) were then computed as recognition features. Compared with conventional Spectral Subtraction (SS), standard MFCC recognizer and adaptive noise cancelling algorithm in literatnre [9], experimental results indicate that this method performs better when signal-to-noise ratio (SNR) ranges from 10 to 15 dB. In addition, the presented method denotes good noise robustness when SNR decreases.
引用
收藏
页码:419 / +
页数:2
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