A Method of Feature Extraction for BCG Signal Based on Wavelet and Bispectrum

被引:0
|
作者
Wang, Zimin [1 ,2 ]
Zeng, Li [1 ,2 ]
Wang, Yumeng [1 ,2 ]
Wang, Man [1 ,3 ]
机构
[1] Guilin Univ Elect Technol, Guangxi Coll & Univ Key Lab Intelligent Proc Comp, Guilin 541004, Peoples R China
[2] Guilin Univ Elect Technol, Sch Comp Sci & Informat Secur, Guilin 541004, Peoples R China
[3] Guilin Univ Elect Technol, Sch Elect Engn & Automat, Guilin 541004, Peoples R China
基金
中国国家自然科学基金;
关键词
BCG signal; wavelet transform; bispectrum analysis; feature extraction; pulse signal;
D O I
10.1109/ICDH.2018.00027
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The ballistocardiogram (BCG) is a useful information signal reflecting the state of cardiovascular system. In order to improve the monitoring level of cardiovascular diseases in China, a wavelet-bispectrum analysis method was proposed to extract the characteristic of BCG signal. First, the BCG signal was preprocessed. Then, wavelet decomposition and reconstruction were performed by choosing the appropriate wavelet function and decomposing levels, and the sub bands were bispectrum analyzed for reconstruction. Finally, the maximum amplitude of slice spectrum and energy of each sub-band of BCG signal were extracted. The results have shown that the method can obtain the high-order time-frequency information in the BCG signal, and has obvious advantage for the non-stationary and non-Gaussian processing of BCG signal, it also provide a reliable basis for the application of BCG signal in clinical diagnosis.
引用
收藏
页码:104 / 110
页数:7
相关论文
共 50 条
  • [1] A method for feature extraction of target signal based on wavelet decomposition
    Jiang, LP
    Gong, SG
    Hu, WW
    Wang, SB
    [J]. WAVELET ANALYSIS AND ITS APPLICATIONS (WAA), VOLS 1 AND 2, 2003, : 228 - 232
  • [2] A novel signal feature extraction method based on wavelet analysis
    Wang, Xin
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 4967 - 4971
  • [3] Condition Feature Extraction of Machine Tools Based on Wavelet Packet Energy Spectrum Analysis and Bispectrum Analysis of Current Signal
    Fang, Tengfei
    Li, Guofu
    [J]. ADVANCES IN ENGINEERING DESIGN AND OPTIMIZATION II, PTS 1 AND 2, 2012, 102-102 : 847 - 850
  • [4] An Insect Song Signal Feature Extraction Method Based on the Wavelet Packet Analysis
    Xie, Jun
    Wang, Hongwei
    Zhao, Mei
    Yang, Kaiyu
    [J]. APPLIED MATERIALS AND TECHNOLOGIES FOR MODERN MANUFACTURING, PTS 1-4, 2013, 423-426 : 2614 - +
  • [5] A Method of Tools AE Signal Feature Extraction Based on Wavelet Packet Analysis
    Guo, Lanshen
    Dong, Naiqiang
    Tian, Wei
    Zhang, Fangzhong
    Li, Caixiao
    [J]. ADVANCED MATERIALS AND COMPUTER SCIENCE, PTS 1-3, 2011, 474-476 : 189 - 194
  • [6] Feature Extraction of Acoustic Signal Based on Wavelet Analysis
    Wang, Hong-liang
    Yang, Wang
    Zhang, Wen-dong
    Jun, Yu
    [J]. 2008 INTERNATIONAL CONFERENCE ON EMBEDDED SOFTWARE AND SYSTEMS SYMPOSIA, PROCEEDINGS, 2008, : 437 - 440
  • [7] The BCG signal feature extraction and recognition based on the cumulative residual entropy
    Ma, Zhixin
    Chu, Taishan
    [J]. 2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA), 2013, : 526 - 528
  • [8] Feature Extraction of Nonstationarity Vibration Signal Based on Wavelet Decomposition
    Chen, Yonghui
    Zhang, Xueliang
    Li, Haihong
    [J]. ADVANCES IN MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 220-223 : 2228 - 2234
  • [9] Study of EMI signal feature extraction based on wavelet packet
    Huang Jin
    Xiong Rui
    Zhou Yunping
    [J]. CEEM' 2006: ASIA-PACIFIC CONFERENCE ON ENVIRONMENTAL ELECTROMAGNETICS, VOLS 1 AND 2, PROCEEDINGS, 2006, : 135 - +
  • [10] FEATURE EXTRACTION BASED ON WAVELET TRANSFORM USING ECG SIGNAL
    Palacios-Enriquez, A.
    Ponomaryov, V.
    [J]. 2013 INTERNATIONAL KHARKOV SYMPOSIUM ON PHYSICS AND ENGINEERING OF MICROWAVES, MILLIMETER AND SUBMILLIMETER WAVES (MSMW), 2013, : 632 - 634