Singular value decomposition based impulsive noise reduction in multi-frequency phase-sensitive demodulation of electrical impedance tomography

被引:4
|
作者
Hao, Zhenhua [1 ]
Cui, Ziqiang [1 ]
Yue, Shihong [1 ]
Wang, Huaxiang [1 ]
机构
[1] Tianjin Univ, Sch Elect & Informat Engn, Tianjin Key Lab Proc Measurement & Control, Tianjin 300072, Peoples R China
来源
REVIEW OF SCIENTIFIC INSTRUMENTS | 2018年 / 89卷 / 06期
关键词
WAVELET TRANSFORM; REMOVAL; FILTER; IMAGES; SVD;
D O I
10.1063/1.5021058
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
As an important means in electrical impedance tomography (EIT), multi-frequency phase-sensitive demodulation (PSD) can be viewed as a matched filter for measurement signals and as an optimal linear filter in the case of Gaussian-type noise. However, the additive noise usually possesses impulsive noise characteristics, so it is a challenging task to reduce the impulsive noise in multi-frequency PSD effectively. In this paper, an approach for impulsive noise reduction in multi-frequency PSD of EIT is presented. Instead of linear filters, a singular value decomposition filter is employed as the pre-stage filtering module prior to PSD, which has advantages of zero phase shift, little distortion, and a high signal-to-noise ratio (SNR) in digital signal processing. Simulation and experimental results demonstrated that the proposed method can effectively eliminate the influence of impulsive noise in multi-frequency PSD, and it was capable of achieving a higher SNR and smaller demodulation error. Published by AIP Publishing.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Impulsive Noise Removal in Multi-frequency Phase Sensitive Demodulation for Electrical Impedance Tomography
    Hao, Zhenhua
    Cui, Ziqiang
    Yue, Shihong
    Wang, Huaxiang
    2018 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC): DISCOVERING NEW HORIZONS IN INSTRUMENTATION AND MEASUREMENT, 2018, : 1 - 6
  • [2] 2-D Median Filter-Based Impulsive Noise Reduction in Multifrequency Phase-sensitive Demodulation of Electrical Impedance Tomography
    Hao, Zhenhua
    Cui, Ziqiang
    Yue, Shihong
    Wang, Huaxiang
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2020, 69 (01) : 54 - 64
  • [3] Impulsive noise reduction in digital phase-sensitive demodulation by nonlinear filtering
    Cui, Ziqiang
    Wang, Huaxiang
    Yin, Wuliang
    Yang, Wuqiang
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2015, 26 (07)
  • [4] Digital Demodulation in data acquisition system for multi-frequency electrical impedance tomography
    Shi Xuetao
    You Fusheng
    Ji Zhenyu
    Fu Feng
    Liu Ruigang
    Dong Xiuzhen
    2010 4TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING (ICBBE 2010), 2010,
  • [5] An Improved Noise Filtering Approach for Multi-frequency Phase Sensitive Demodulation
    Hao, Zhenhua
    Yue, Shihong
    Liu, Xiaoyuan
    Cui, Ziqiang
    Wang, Huaxiang
    2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 1391 - 1396
  • [6] Amplitude demodulation for electrical capacitance tomography based on singular value decomposition
    Hao, Zhenhua
    Cui, Ziqiang
    Yue, Shihong
    Wang, Huaxiang
    REVIEW OF SCIENTIFIC INSTRUMENTS, 2018, 89 (07):
  • [7] Variational Mode Decomposition-based Synchronous Multi-Frequency Electrical Impedance Tomography
    Pan, Qing-Xin
    Li, Yang
    Wang, Nan
    Zhao, Peng-Fei
    Huang, Lan
    Wang, Zhong-Yi
    INFORMATION TECHNOLOGY AND CONTROL, 2022, 51 (03): : 446 - 466
  • [8] Multi-frequency Electrical Impedance Tomography and Magnetic Resonance Electrical Impedance Tomography
    Seo, Jin Keun
    Woo, Eung Je
    MATHEMATICAL MODELING IN BIOMEDICAL IMAGING I: ELECTRICAL AND ULTRASOUND TOMOGRAPHIES, ANOMALY DETECTION, AND BRAIN IMAGING, 2009, 1983 : 1 - 71
  • [9] Digital Phase-sensitive Demodulation in Electrical Capacitance Tomography System
    Zhang, Xuehui
    Wang, Huaxiang
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 6730 - 6733
  • [10] Digital phase-sensitive demodulator for Electrical Impedance Tomography
    Oh, TI
    Lee, JW
    Kim, KS
    Lee, JS
    Woo, EJ
    PROCEEDINGS OF THE 25TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-4: A NEW BEGINNING FOR HUMAN HEALTH, 2003, 25 : 1070 - 1072