An improved speech enhancement algorithm for dual-channel mobile phones using wavelet and genetic algorithm

被引:5
|
作者
Nabi, Wahbi [1 ]
Aloui, Noureddine [1 ]
Cherif, Adnane [1 ]
机构
[1] Univ Tunis El Manar, APEES Lab, Sci Fac Tunis, Tunis, Tunisia
关键词
Speech enhancement; Dual-channel; Coherence function; Discrete wavelet transform; Quadrature mirror filter; Genetic algorithm; NOISE-REDUCTION; QUALITY; BANKS;
D O I
10.1016/j.compeleceng.2017.01.020
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a speech enhancement algorithm for dual-microphone mobile phones is improved. The proposed method is based on the exploitation of the coherence function and the quadrature mirror filter banks. This latter is designed by the genetic algorithm as criteria for noise reduction. Thus, the quadrature mirror filter banks are used as a mother wavelet in the speech enhancement algorithm. The adopted algorithm benefits of non interfering signals statistics prediction. Hence, it can be applied with two closely microphones in small cellular mobile phones. Finally, referred to the objective measures and the time domain waveforms, the proposed method proves its effectiveness in term of speech quality and intelligibility compared with other algorithms when the speech is corrupted by different noise types. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:692 / 705
页数:14
相关论文
共 50 条
  • [1] Improved Particle Swarm Optimization for Dual-Channel Speech Enhancement
    Asl, Laleh Badri
    Nezhad, Vahid Majid
    [J]. 2010 INTERNATIONAL CONFERENCE ON SIGNAL ACQUISITION AND PROCESSING: ICSAP 2010, PROCEEDINGS, 2010, : 13 - 17
  • [2] Application of Bat Algorithm in Dual Channel Speech Enhancement
    Prajna, K.
    Rao, G. Sasibhushana
    Reddy, K. V. V. S.
    Maheswari, R. Uma
    [J]. 2014 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2014,
  • [3] Improved SMAP Dual-Channel Algorithm for the Retrieval of Soil Moisture
    Chaubell, Mario Julian
    Yueh, Simon H.
    Dunbar, R. Scott
    Colliander, Andreas
    Chen, Fan
    Chan, Steven K.
    Entekhabi, Dara
    Bindlish, Rajat
    O'Neill, Peggy E.
    Asanuma, Jun
    Berg, Aaron A.
    Bosch, David D.
    Caldwell, Todd
    Cosh, Michael H.
    Collins, Chandra Holifield
    Martinez-Fernandez, Jose
    Seyfried, Mark
    Starks, Patrick J.
    Su, Zhongbo
    Thibeault, Marc
    Walker, Jeffrey
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 58 (06): : 3894 - 3905
  • [4] Automated Dual-Channel Speech Enhancement Using Adaptive Coherence Function with Optimised Discrete Wavelet Transform
    Tank, Vanita Raj
    Mahajan, Shrinivas Padmakar
    [J]. JOURNAL OF INFORMATION & KNOWLEDGE MANAGEMENT, 2022, 21 (03)
  • [5] Speech Enhancement Algorithm Using Recursive Wavelet Shrinkage
    Lee, Gihyoun
    Na, Sung Dae
    Seong, KiWoong
    Cho, Jin-Ho
    Kim, Myoung Nam
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2016, E99D (07): : 1945 - 1948
  • [6] Dual-channel speech enhancement by superdirective beamforming
    Lotter, Thomas
    Vary, Peter
    [J]. EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2006, 2006 (1) : 1 - 14
  • [7] Dual-Channel Speech Enhancement by Superdirective Beamforming
    Thomas Lotter
    Peter Vary
    [J]. EURASIP Journal on Advances in Signal Processing, 2006
  • [8] A Mobile Agent Routing Algorithm in Dual-Channel Wireless Sensor Network
    Liu, Kui
    Liu, Sanyang
    Feng, Hailin
    [J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2012,
  • [9] An Improved Speech Enhancement Algorithm Based on Wavelets for Mobile Communication
    Nabi, Wahbi
    Aloui, Noureddine
    Cherif, Adnane
    [J]. 2016 2ND INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR SIGNAL AND IMAGE PROCESSING (ATSIP), 2016, : 622 - 626
  • [10] A dual-channel noise reduction algorithm based on the coherence function and the bionic wavelet
    Nabi, Wahbi
    Ben Nasr, Mohamed
    Aloui, Noureddine
    Cherif, Adnane
    [J]. APPLIED ACOUSTICS, 2018, 131 : 186 - 191