Speech Enhancement by Kalman Filtering with a Particle Filter-Based Preprocessor

被引:0
|
作者
Lee, Yun-Kyung [1 ]
Jung, Gyeo-Woon [1 ]
Kwon, Oh-Wook [1 ]
机构
[1] Chungbuk Natl Univ, Cheongju, South Korea
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To reduce nonstationary noise in real environments, we propose to use a particle filter as a preprocessor of Kalman filtering. From noisy input speech signals, the autoregressive (AR) model parameters are estimated by using a particle filter. Clean speech signal is estimated by a Kalman filter configured with the estimated parameters. Experimental results show that when speech signal is corrupted by babble noise, the proposed algorithm improves the output SNR by 1.5 dB.
引用
收藏
页码:340 / 341
页数:2
相关论文
共 50 条
  • [1] Improved Kalman filter-based speech enhancement with perceptual post-filtering
    Wei, JQ
    Du, LM
    Yan, ZL
    Hui, Z
    [J]. CHINESE JOURNAL OF ELECTRONICS, 2004, 13 (02) : 300 - 304
  • [2] Iterative and sequential Kalman filter-based speech enhancement algorithms
    Gannot, S
    Burshtein, D
    Weinstein, E
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1998, 6 (04): : 373 - 385
  • [3] Improved colored noise handling in Kalman filter-based speech enhancement algorithms
    Mustiere, Frederic
    Bolic, Miodrag
    Bouchard, Martin
    [J]. 2008 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-4, 2008, : 472 - 475
  • [4] On supervised LPC estimation training targets for augmented Kalman filter-based speech enhancement
    Roy, Sujan Kumar
    Nicolson, Aaron
    Paliwal, Kuldip K.
    [J]. SPEECH COMMUNICATION, 2022, 142 : 49 - 60
  • [5] The Iterated Extended Kalman Particle Filter for Speech Enhancement
    Xu Xin
    Zhao Nan
    Dong Hang
    [J]. ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 104 - 107
  • [6] A speech enhancement method based on Kalman filtering
    SHEN Yaqiang (Zhejiang Normal Universily
    [J]. Chinese Journal of Acoustics, 1994, (03) : 231 - 237
  • [7] Evaluation of Localization by Extended Kalman Filter, Unscented Kalman Filter, and Particle Filter-Based Techniques
    Ullah, Inam
    Su, Xin
    Zhu, Jinxiu
    Zhang, Xuewu
    Choi, Dongmin
    Hou, Zhenguo
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2020, 2020
  • [8] Research on Kalman Particle Filter-Based Tracking Algorithm
    Hou, YiMin
    Zhao, YongLiang
    Sun, TingTing
    Di, JianMing
    [J]. ADVANCED BUILDING MATERIALS AND STRUCTURAL ENGINEERING, 2012, 461 : 571 - 574
  • [9] DeepLPC: A Deep Learning Approach to Augmented Kalman Filter-Based Single-Channel Speech Enhancement
    Roy, Sujan Kumar
    Nicolson, Aaron
    Paliwal, Kuldip K.
    [J]. IEEE ACCESS, 2021, 9 : 64524 - 64538
  • [10] Speech Enhancement Based on Laplacian Speech Modeling and Unscented Kalman Filtering
    Wei, Yin
    Yi, Benshun
    [J]. 2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 3176 - 3179