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Motion robust ICG measurements using a two-step spectrum denoising method.

Yao Xie1,2, Rencheng Song3, Dong Yang2

  • 1School of Engineering Science, University of Science and Technology of China, Hefei, 230027, People's Republic of China.

Physiological Measurement
|August 25, 2021
PubMed
Summary
This summary is machine-generated.

This study introduces a novel two-step method to remove motion artifacts from impedance cardiography (ICG) signals, improving the accuracy of cardiac output and stroke volume measurements during rest and exercise.

Keywords:
canonical correlation analysis (CCA)ensemble empirical mode decomposition (EEMD)impedance cardiography (ICG)motion artifactsspectral subtraction

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Area of Science:

  • Biomedical Engineering
  • Cardiovascular Physiology
  • Signal Processing

Background:

  • Impedance cardiography (ICG) offers noninvasive, continuous monitoring of stroke volume and cardiac output.
  • ICG measurements are susceptible to artifacts from respiration and body movement, limiting clinical utility.
  • Existing methods struggle to effectively remove motion-induced noise in ICG signals.

Purpose of the Study:

  • To develop and validate a two-step spectrum denoising method for motion artifact removal in ICG.
  • To enhance the reliability of ICG measurements during both resting and exercising conditions.
  • To improve the diagnostic accuracy of cardiovascular assessments using ICG.

Main Methods:

  • A two-step spectral denoising approach combining spectral subtraction and ensemble empirical mode decomposition (EEMD).
  • Utilized simultaneous electrocardiogram (ECG), ICG, and acceleration signals for artifact identification and removal.
  • Employed canonical correlation analysis (CCA) in the spectral domain to extract shared information between ICG and ECG intrinsic mode functions (IMFs).

Main Results:

  • The denoising method significantly reduced motion artifacts in ICG signals across 30 subjects.
  • The beat contribution factor of ICG signals improved from 80.1% to 97.4% after artifact removal.
  • Effective artifact suppression was demonstrated in both resting and dynamic (cycling) scenarios.

Conclusions:

  • The proposed spectral denoising scheme effectively enhances ICG signal quality by removing motion artifacts.
  • Improved ICG reliability supports more accurate cardiovascular disease diagnosis and analysis.
  • This method offers a promising solution for robust, noninvasive hemodynamic monitoring.