Design of orthogonal filter banks using a multi-objective genetic algorithm for a speech coding scheme

被引:5
|
作者
Boukhobza, Abdelkader [1 ]
Taleb, Nasreddine [2 ]
Taleb-Ahmed, Abdelmalik [3 ]
Bounoua, Abdennacer [2 ]
机构
[1] Hassiba Benbouali Univ, Dept Elect, Chlef 02000, Algeria
[2] Univ Djillali Liabes Sidi Bel Abbes, RCAM Lab, Sidi Bel Abbes 22000, Algeria
[3] UPHF, IEMN UMR CNRS 8520, Valenciennes, France
关键词
Discrete wavelet transform; Orthogonal filter banks; Speech coding; Optimized wavelet; NSGAIII algorithm; MANY-OBJECTIVE OPTIMIZATION; WAVELET;
D O I
10.1016/j.aej.2022.01.017
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this work, we propose an optimization scheme based on a multi-objective Genetic Algorithm (GA) for the design of orthogonal filter banks for speech compression. A parameterization is adopted to assure that the resulting filter banks satisfy perfect reconstruction and have at least two vanishing moments. We search for a parameter set that optimizes the coding gain and the frequency selectivity. As the objectives are conflicting, we investigate the solution that realizes the best compromise between the objectives criteria using the Non-dominated Sorting Genetic Algorithm (NSGAIII). Experimental results have shown that the optimized filter banks provide a significant gain in coding performances when comparing with the Daubechies orthogonal filter banks for test speech signals.
引用
收藏
页码:7649 / 7657
页数:9
相关论文
共 50 条
  • [31] An orthogonal multi-objective evolutionary algorithm for multi-objective optimization problems with constraints
    Zeng, SY
    Kang, LSS
    Ding, LXX
    EVOLUTIONARY COMPUTATION, 2004, 12 (01) : 77 - 98
  • [32] A Clustering Multi-objective Evolutionary Algorithm Based on Orthogonal and Uniform Design
    Wang, Yuping
    Dang, Chuangyin
    Li, Hecheng
    Han, Lixia
    Wei, Jingxuan
    2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 2927 - +
  • [33] Multi-Objective Evolutionary Algorithm Based on Decomposition With Orthogonal Experimental Design
    He, Maowei
    Wang, Zhixue
    Chen, Hanning
    Cao, Yang
    Ma, Lianbo
    EXPERT SYSTEMS, 2025, 42 (02)
  • [34] Parameter Design And Multi-objective Optimization of Shunt Active Filter Switching Harmonic Filter Based on Genetic Algorithm
    Wu Jian
    Li Xiaomeng
    Xu Dianguo
    Duan Guangren
    2011 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL (ICECC), 2011, : 1562 - 1567
  • [35] Topology Design of Industrial Ethernet Networks Using a Multi-objective Genetic Algorithm
    Zhang, Lei
    Lampe, Mattias
    Wang, Zhi
    2011 6TH INTERNATIONAL ICST CONFERENCE ON COMMUNICATIONS AND NETWORKING IN CHINA (CHINACOM), 2011, : 735 - 741
  • [36] Design of an MCML gate library using a Genetic Algorithm and Multi-objective Optimization
    Pereira-Arroyo, Roberto
    Chacon-Rodriguez, Alfonso
    TECNOLOGIA EN MARCHA, 2014, 27 (04): : 41 - 48
  • [37] Multi-Objective Optimization Design for a Hybrid Energy System Using the Genetic Algorithm
    Ko, Myeong Jin
    Kim, Yong Shik
    Chung, Min Hee
    Jeon, Hung Chan
    ENERGIES, 2015, 8 (04): : 2924 - 2949
  • [38] Multi-objective optimal design of sliding base isolation using genetic algorithm
    Fallah, N.
    Zamiri, G.
    SCIENTIA IRANICA, 2013, 20 (01) : 87 - 96
  • [39] Robust power system stabilizers design using multi-objective genetic algorithm
    Sebaa, Karim
    Boudour, Mohamed
    2007 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-10, 2007, : 1630 - 1636
  • [40] Optimal Thermodynamic Design of Turbofan Engines using Multi-objective Genetic Algorithm
    Gorji, M.
    Kazemi, A.
    Ganji, D. D.
    INTERNATIONAL JOURNAL OF ENGINEERING, 2014, 27 (06): : 961 - 970