Speech Noise Reduction by EMD-LMS

被引:0
|
作者
Shen, Wenyu [1 ]
Yu, Yang [1 ]
Ling, Li [1 ]
Ren, Jiuchun [1 ]
Zhu, Qian [1 ]
机构
[1] Fudan Univ, SIST, Shanghai, Peoples R China
关键词
speech noise reduction; EMD; LMS;
D O I
10.1109/iccsnt47585.2019.8962419
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A new method for speech noise reduction by using empirical mode decomposition (EMD) and least mean square (LMS) filters is proposed in this paper. Due to its simplicity and robustness, the LMS algorithm has been widely used in many applications. The EMD method is used before the LMS algorithm to form the EMD-LMS algorithm, which shows better results than using only the LMS algorithm.
引用
收藏
页码:485 / 488
页数:4
相关论文
共 50 条
  • [1] Spectrum Analysis of Ship Radiated Noise Simulation Signal Based on EMD-LMS
    Yang Xuemeng
    Mu Lin
    Liu Yansen
    [J]. 2015 INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION, BIG DATA AND SMART CITY (ICITBS), 2016, : 741 - 743
  • [2] Speech signal noise reduction by EMD
    Khaldi, Kais
    Boudraa, Abdel-Ouahab
    Bouchikhi, Abdelkhalek
    Alouane, Monia Turki-Hadj
    Diop, Ei-Hadji Samba
    [J]. 2008 3RD INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS, CONTROL AND SIGNAL PROCESSING, VOLS 1-3, 2008, : 1155 - +
  • [3] Speech Denoising by Adaptive filter LMS in the EMD framework
    Touati, Haifa
    Khaldi, Kais
    [J]. 2018 15TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS AND DEVICES (SSD), 2018, : 1096 - 1099
  • [4] NOISE-REDUCTION IN SPEECH USING A MODIFIED LMS ADAPTIVE PREDICTIVE FILTER
    CHRISTIANSEN, RW
    CHABRIES, DM
    ANDERSEN, D
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1985, 32 (10) : 899 - 899
  • [5] A Noise Reduction Method for Speech Signal Combining ICA-R and EMD-wavelet
    Qi, Yangyang
    Wang, Guofu
    Yu, Miao
    [J]. PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), 2013, : 1229 - 1232
  • [6] EMD-Based Signal Noise Reduction
    Boudraa, A. O.
    Cexus, J. C.
    Saidi, Z.
    [J]. PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 2, 2005, 2 : 93 - 96
  • [7] Implementation of EMD Algorithm for ECG Noise Reduction
    Shyu, K. K.
    Lee, P. L.
    Lee, M. H.
    Huang, C. M.
    [J]. WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING, VOL 25, PT 4: IMAGE PROCESSING, BIOSIGNAL PROCESSING, MODELLING AND SIMULATION, BIOMECHANICS, 2010, 25 : 1095 - 1098
  • [8] Modified LMS algorithms for speech processing with an adaptive noise canceller
    Greenberg, JE
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1998, 6 (04): : 338 - 351
  • [9] Adaptive noise reduction method based on EMD and ANC
    Kang, Chun-Yu
    Zhang, Xin-Hua
    [J]. Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2008, 30 (05): : 810 - 812
  • [10] Noise Reduction in Car Speech
    Bolom, V.
    [J]. ACTA POLYTECHNICA, 2009, 49 (02) : 20 - 27