An Improved Signal Subspace Algorithm for Speech Enhancement

被引:0
|
作者
Dai, Xuzheng [1 ]
Yu, Baoxian [1 ]
Dai, Xianhua [1 ]
机构
[1] Sun Yat Sen Univ, Sch Informat Sci & Technol, Guangzhou, Guangdong, Peoples R China
关键词
Speech enhancement; signal subspace method; wiener filtering; prior SNR; Mel-frequency Cepstral Coefficients;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Most of the algorithms for speech enhancement are designed to improve the speech listening comfort. However the frequency spectrum character is destroyed seriously after the speech enhancement. To achieve better speech listening comfort with less frequency spectral damages, we present an improved signal subspace algorithm for speech enhancement. Compared with the traditional signal space method, the improved algorithm can decrease the Mel- frequency Cepstral Coefficients (MFCC) distance, an evaluation measure which means less frequency spectral damages to the voice and keep the voices' intelligence at the same time. Besides, the method can enlarge the distance of the easily confused voices, which means the improvement of the voice recognition ratio. Thus we get the purpose of the speech enhancement. The improved algorithm is used in a speech recognition program and has a good performance.
引用
收藏
页码:104 / 114
页数:11
相关论文
共 50 条
  • [1] An improved signal subspace algorithm for speech enhancement
    [J]. Dai, Xianhua, 1600, Springer New York LLC (445):
  • [2] A SIGNAL SUBSPACE APPROACH FOR SPEECH ENHANCEMENT
    EPHRAIM, Y
    VANTREES, HL
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (04): : 251 - 266
  • [3] Speech enhancement using the improved K-SVD algorithm by subspace
    Guo, Xin
    Jia, Hairong
    Wang, Dong
    [J]. Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2016, 43 (06): : 109 - 115
  • [4] Perceptual properties based signal subspace microphone array speech enhancement algorithm
    Cheng, Ning
    Liu, Wen-Ju
    [J]. Zidonghua Xuebao/ Acta Automatica Sinica, 2009, 35 (12): : 1481 - 1487
  • [5] A Novel Signal Subspace Speech Enhancement Method
    Xiao, Cui
    Zhen, Li
    [J]. PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), 2013, : 1091 - 1095
  • [6] A Modified Speech Enhancement Algorithm Based on the Subspace
    Jia, Hairong
    Zhang, Xueying
    Jin, Chensheng
    [J]. 2009 SECOND INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING: KAM 2009, VOL 3, 2009, : 344 - 347
  • [7] Signal subspace approach for psychoacoustically motivated speech enhancement
    Borowicz, Adam
    Petrovsky, Alexandr
    [J]. SPEECH COMMUNICATION, 2011, 53 (02) : 210 - 219
  • [8] Signal subspace approach for speech enhancement in nonstationary noises
    Li, Chiung-Wen
    Lei, Sheau-Fang
    [J]. 2007 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES, VOLS 1-3, 2007, : 1580 - 1585
  • [9] Signal Subspace Speech Enhancement with Oblique Projection and Normalization
    Surendran, Sudeep
    Kumar, T. Kishore
    [J]. RADIOENGINEERING, 2017, 26 (04) : 1161 - 1168
  • [10] Signal subspace speech enhancement for audible noise reduction
    You, CH
    Koh, SN
    Rahardja, S
    [J]. 2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5: SPEECH PROCESSING, 2005, : 145 - 148