Optimal subband Kalman filter for normal and oesophageal speech enhancement

被引:2
|
作者
Ishaq, Rizwan [1 ]
Garcia Zapirain, Begona [1 ]
机构
[1] Univ Deusto, Deustotech LIFE, Bilbao, Spain
关键词
Kalman filter; autoregressive; speech enhancement; weighted linear prediction; NOISE;
D O I
10.3233/BME-141183
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents the single channel speech enhancement system using subband Kalman filtering by estimating optimal Autoregressive (AR) coefficients and variance for speech and noise, using Weighted Linear Prediction (WLP) and Noise Weighting Function (NWF). The system is applied for normal and Oesophageal speech signals. The method is evaluated by Perceptual Evaluation of Speech Quality (PESQ) score and Signal to Noise Ratio (SNR) improvement for normal speech and Harmonic to Noise Ratio (HNR) for Oesophageal Speech (OES). Compared with previous systems, the normal speech indicates 30% increase in PESQ score, 4 dB SNR improvement and OES shows 3 dB HNR improvement.
引用
收藏
页码:3569 / 3578
页数:10
相关论文
共 50 条
  • [1] Single Channel Speech Enhancement Using Subband Iterative Kalman Filter
    Roy, Sujan Kumar
    Zhu, Wei-Ping
    Champagne, Benoit
    2016 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2016, : 762 - 765
  • [2] Subband Kalman filtering for speech enhancement
    Wu, WR
    Chen, PC
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 1998, 45 (08): : 1072 - 1083
  • [3] Enhancement of Spanish Oesophageal Speech vowels using coherent subband modulator Kalman filtering
    Ishaq, Rizwan
    Garcia Zapirain, Begona
    TECHNOLOGY AND HEALTH CARE, 2016, 24 (02) : 201 - 213
  • [4] Oesophageal speech enhancement using Kalman filters
    Ruiz, I.
    Garcia, B.
    Mendez, A.
    Villanueva, V.
    2007 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, VOLS 1-3, 2007, : 667 - 670
  • [5] Subband Modulator Kalman Filtering for Single Channel Speech Enhancement
    Ishaq, Rizwan
    Garcia Zapirain, Begona
    Shahid, Muhammad
    Lovstrom, Benny
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 7442 - 7446
  • [6] Frame-based subband Kalman filtering for speech enhancement
    Wu, WR
    Chen, PC
    Chang, HT
    Kuo, CH
    ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 682 - 685
  • [7] Subband Kalman Filtering with DNN Estimated Parameters for Speech Enhancement
    Yu, Hongjiang
    Zhu, Wei-Ping
    Champagne, Benoit
    INTERSPEECH 2020, 2020, : 2697 - 2701
  • [8] Frame-based subband Kalman filtering for speech enhancement
    Wu, Wen-Rong
    Chen, Po-Chen
    Chang, Hwai-Tsu
    Kuo, Chun-Hung
    International Conference on Signal Processing Proceedings, ICSP, 1998, 1 : 682 - 685
  • [9] Application of the Tuned Kalman Filter in Speech Enhancement
    Das, Orchisama
    Goswami, Bhaswati
    Ghosh, Ratna
    2016 IEEE FIRST INTERNATIONAL CONFERENCE ON CONTROL, MEASUREMENT AND INSTRUMENTATION (CMI), 2016, : 62 - 66
  • [10] Oesophageal speech enhancement using poles stabilization and Kalman filtering
    Garcia, B.
    Ruiz, I.
    Mendez, A.
    2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, : 1597 - 1600