TY - JOUR
T1 - A novel speech enhancement using forward-backward minima-controlled recursive averaging
AU - Chen, Yeou Jiunn
AU - Wu, Jiunn Liang
N1 - Funding Information:
This manuscript was supported in part by the National Science Council of the Republic of China, Taiwan under Contract No. NSC 100-2221-E-218-005.
PY - 2014/4/3
Y1 - 2014/4/3
N2 - Nonstationary noises may seriously damage speech intelligibility and reduce the performance of hearing aids. This paper proposes a novel speech enhancement approach, named forward-backward minima-controlled recursive averaging, that helps to solve this problem. A forward-backward estimation is developed to correctively track nonstationary noises, especially the beginnings of nonstationary noises. To suppress these nonstationary noises, a log-spectral amplitude estimator was selected as the gain function for our approach and used to effectively estimate the power spectrum of the noise. Moreover, harmonic regeneration was integrated to reduce the overestimation of noises generated by the forward-backward estimation. The experimental results demonstrated that our approach is able to improve performance compared with previous approaches using both objective and subjective measures.
AB - Nonstationary noises may seriously damage speech intelligibility and reduce the performance of hearing aids. This paper proposes a novel speech enhancement approach, named forward-backward minima-controlled recursive averaging, that helps to solve this problem. A forward-backward estimation is developed to correctively track nonstationary noises, especially the beginnings of nonstationary noises. To suppress these nonstationary noises, a log-spectral amplitude estimator was selected as the gain function for our approach and used to effectively estimate the power spectrum of the noise. Moreover, harmonic regeneration was integrated to reduce the overestimation of noises generated by the forward-backward estimation. The experimental results demonstrated that our approach is able to improve performance compared with previous approaches using both objective and subjective measures.
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U2 - 10.1080/02533839.2013.781798
DO - 10.1080/02533839.2013.781798
M3 - Article
AN - SCOPUS:84893930938
SN - 0253-3839
VL - 37
SP - 395
EP - 406
JO - Chung-kuo Kung Ch'eng Hsueh K'an/Journal of the Chinese Institute of Engineers
JF - Chung-kuo Kung Ch'eng Hsueh K'an/Journal of the Chinese Institute of Engineers
IS - 3
ER -