期刊文献+

基于多正弦窗谱估计的改进谱减法语音增强 被引量:1

An Improved Spectral Substraction Method Based on Multiple Sinusoidal Windows Power Spectrum Estimation
下载PDF
导出
摘要 采用运算简单、实时性好、改进的功率谱减法对带噪语音进行增强。鉴于谱减法的特点,文中采用了多正弦窗谱估计对功率谱进行估计。多正弦窗谱估计是一种非参数的现代谱估计方法,与周期图法相比,谱估计偏差和方差更小,可以得到效果更好的增强语音。分别对周期图法、多窗谱法及多正弦窗谱法的增强效果进行了比较。实验结果表明,语音在多正弦窗谱法增强后,分段信噪比最高,且没有因为谱减产生的音乐噪声,主观听觉效果最好。多正弦窗谱估计对输入信噪比较低的含噪语音增强效果非常好。 The improved spectral subtraction method, which is of simple operation and real-time, is widely used in many speech enhancement concepts. The spectral estimation with multiple sinusoidal windows is used in this paper. Power spectral estimation with multiple sinusoidal windows is a nonparametric approach. It has lower variance than the traditional periodogram, so it can reduce musical noise significantly. Experiment results show that the multiple sinusoidal windows method is the best for restraining musical noise and improves the SNR most, and the multiwindow method (Slepian) is better than the periodogram. They also show that the multiple sinusoidal windows method is very good for low input SNR.
出处 《信息化研究》 2009年第12期18-21,共4页 INFORMATIZATION RESEARCH
关键词 语音增强 多正弦窗 谱估计 谱减法 speech enhancement multiple sinusoidal windows spectral estimation spectral subtraction
  • 相关文献

参考文献12

  • 1HU Yi, LOIZOU P C. Speech enhancement based on wavelet thresholding the multitaper spectrum [ J ]. IEEE Transactions on Speech and Audio Processing , 2004, 12 ( 1 ) : 59-67.
  • 2CAPPE O. Elimination of the musical noise phenomenon with the ephraim and malah noise suppressor [ J ]. IEEE Transactions on Speech and Audio Processing, 1994, 2 ( 2 ) : 345- 349.
  • 3THOMSON D J. Spectrum estimation and harmonics analysis [ J]. Proceedings of the IEEE, 1982,70(9) : 1055-1096.
  • 4BRONEZ T P. On the performance advantage of multitaper spectral Analysis [ J ]. IEEE Transactions on Signal Processing, 1992, 40(12) : 2941-2946.
  • 5RIEDEL K S, SIDORENKO A. Minimum bias multiple taper spectral estimation[ J]. IEEE Transactions on Signal Processing, 1995, 43(1): 188-195.
  • 6吴红卫,吴镇扬,赵鹤鸣,赵力.多正弦窗谱估计的性能分析[J].信号处理,2007,23(6):932-936. 被引量:9
  • 7BOLL S F. Suppression of acoustic noise in speech using spectral subtraction [ J ]. IEEE Transactions on Acoustics, Speech, and Signal Processing, 1979,27 ( 2 ) : 113-120.
  • 8BEROUTI M, SCHWARTZ R, MAKHOUL J. Enhancement of speech corrupted by acoustic noise[ J]. IEEE Transactions on Acoustics, Speech, and Signal Processing, 1979,27 (4) : 208-211.
  • 9EPHRAIM Y, MALAN D. Speech enhancement using a minimum mean-square erro short-time spectral amplitude estimator [ J]. IEEE Transactions on Acoustics, Speech, and Signal Processing,1984, 32(6) : 1109-1121.
  • 10Ephraim Y, Van Trees H L. A signal subspace approach for speech enhancement [ J ]. IEEE Transactions on Speech and Audio Processing, 1995,3(4) : 251-266.

二级参考文献27

  • 1卜凡亮,王为民,戴启军,陈砚圃.基于噪声被掩蔽概率的优化语音增强方法[J].电子与信息学报,2005,27(5):753-756. 被引量:16
  • 2陶智,赵鹤鸣,龚呈卉.基于听觉掩蔽效应和Bark子波变换的语音增强[J].声学学报,2005,30(4):367-372. 被引量:39
  • 3Thomson D J. Spectrum estimation and harmonic analysis. Proc. IEEE, 1982; 70(9): 1055--1096
  • 4Hu Y, Loizou P C. Incorporating a psychoacoustical model in frequency domain speech enhancement. IEEE Signal Processing letters, 2004; 11(2): 270--273
  • 5Cappe O. Elimination of the musical noise phenomenon with the Ephraim and Malah noise suppressor. IEEE Trans. on Speech and Audio Processing, 1994; 2(2): 345-- 349
  • 6Virag N. Single channel speech enhancement based on masking properties of the human auditory system. IEEE Trans. Speech and Audio Processing, 1999; 7(2): 126--137
  • 7Gustafsson S, Jax P, Vary P. A novel psychoacoustically motivated audio enhancement algorithm preserving background noise characteristics. In: Proc. IEEE Int. Conf. Acoustics, Speech and Signal Processing, 1998:397--400
  • 8Johnston J D. Transform coding of audio signal using perceptual noise criteria. IEEE J. Select. Areas Commun., 1988; 6(2): 314--323
  • 9Manolakis D G, Lngle V K, Kogon S M. Statistical and adaptive signal processing. 北京:清华大学出版社, 2003: 246-255
  • 10Riedel K S, Sidorenko A. Minimum bias multiple taper spectral estimation. IEEE Trans. Signal Processing, 1995; 43(1): 188--195

共引文献18

同被引文献13

引证文献1

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部