An efficient algorithm for harmonic retrieval by combining blind source separation with wavelet packet decomposition

被引:5
|
作者
Wang, Fasong [1 ]
Wang, Zhongyong [1 ]
Li, Rui [2 ]
Zhang, Linrang [3 ]
机构
[1] Zhengzhou Univ, Sch Informat Engn, Zhengzhou 450001, Peoples R China
[2] Henan Univ Technol, Sch Sci, Zhengzhou 450001, Peoples R China
[3] Xidian Univ, Natl Key Lab Radar Signal Proc, Xian 710071, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Blind source separation (BSS); Harmonic retrieval; Wavelet packet (WP); Mutual information (MI); BOUNDED COMPONENT ANALYSIS; SPARSE REPRESENTATION; MIXTURES; NUMBER; MODEL;
D O I
10.1016/j.dsp.2015.07.010
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
In the present paper, we propose an efficient framework and algorithm for one dimensional harmonic retrieval problem in additive colored Gaussian or non-Gaussian noise when the frequencies of the harmonic signals are closely spaced in frequency domain. Our framework utilizes the wavelet packet (WP) method to the blind source separation (BSS) based harmonic retrieval model. Firstly, we establish the BSS based harmonic retrieval model in additive noise using only one mixed channel signal, at the same time, the fundamental principle of BSS based harmonics retrieval algorithm is analyzed in detail. Then, the harmonic retrieval algorithm is developed mainly using the WP decomposition approach, where the criterion is formed as the cumulant based approximation of the mutual information (MI) for the selection of optimal sub-bands of WP decomposition with the least-dependent components between the same nodes. Simulation results show that the proposed algorithm is able to retrieve the harmonic source signals and yield good performance. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:133 / 150
页数:18
相关论文
共 50 条
  • [1] Efficient Harmonic Retrieval Algorithm: Period Blind Source Extraction
    Wang, Fasong
    Zhang, Linrang
    Li, Rui
    INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2012, 15 (06): : 2531 - 2534
  • [2] A single-channel blind source separation algorithm based on improved wavelet packet and variational mode decomposition
    Zhao, Wensheng
    Fu, Weihong
    TELECOMMUNICATION SYSTEMS, 2024, 86 (01) : 127 - 142
  • [3] Efficient wavelet based blind source separation algorithm for dependent sources
    Li, Rui
    Wang, FaSong
    FUZZY INFORMATION AND ENGINEERING, PROCEEDINGS, 2007, 40 : 431 - +
  • [4] Multistage decomposition algorithm for blind source separation
    Feng, DH
    Bao, Z
    Zhang, XD
    PROGRESS IN NATURAL SCIENCE-MATERIALS INTERNATIONAL, 2002, 12 (05) : 378 - 382
  • [5] Multistage decomposition algorithm for blind source separation
    FENG Dazheng
    ProgressinNaturalScience, 2002, (05) : 60 - 64
  • [6] Multistage decomposition algorithm for blind source separation
    Feng, Dazheng
    Bao, Zheng
    Zhang, Xianda
    Progress in Natural Science, 2002, 12 (05)
  • [7] Harmonic Signals Retrieval Approach Based on Blind Source Separation
    Fasong Wang
    Hongwei Li
    Rui Li
    Circuits, Systems and Signal Processing, 2010, 29 : 669 - 685
  • [8] Harmonic Signals Retrieval Approach Based on Blind Source Separation
    Wang, Fasong
    Li, Hongwei
    Li, Rui
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2010, 29 (04) : 669 - 685
  • [9] BLIND HARMONIC ADAPTIVE DECOMPOSITION APPLIED TO SUPERVISED SOURCE SEPARATION
    Fuentes, Benoit
    Badeau, Roland
    Richard, Gael
    2012 PROCEEDINGS OF THE 20TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2012, : 2654 - 2658
  • [10] A segmentation algorithm of medical image combining anisotropic diffusion and wavelet packet decomposition
    School of Biomedical Engineering, Capital Medical University, Beijing 100069, China
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao, 2008, 12 (1647-1652):