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Published on: September 6, 2024
Instantaneous Respiratory Estimation from Thoracic Impedance by Empirical Mode Decomposition
Fu-Tai Wang1, Hsiao-Lung Chan2, Chun-Li Wang3
1Department of Electrical Engineering, Hwa Hsia University of Technology, 111, Gongzhuan Rd., Zhonghe, New Taipei City 23568, Taiwan. wft.intuitive@seed.net.tw.
This study introduces a new method to improve respiratory monitoring using impedance plethysmography by handling motion artifacts. The technique enhances the accuracy of estimating respiratory rates, especially during physical activity.
Area of Science:
- Biomedical Engineering
- Physiological Monitoring
- Signal Processing
Background:
- Impedance plethysmography (IP) measures respiration by detecting thoracic impedance changes.
- Empirical Mode Decomposition (EMD) can extract respiratory signals but is sensitive to motion artifacts.
- Existing methods struggle to remove motion artifacts effectively, hindering accurate respiratory analysis.
Purpose of the Study:
- To develop a robust method for motion artifact detection and removal in IP signals.
- To propose a novel index for identifying respiration-related intrinsic mode functions (IMFs).
- To improve the accuracy of instantaneous respiratory rate estimation from IP signals.
Main Methods:
- Motion artifacts are detected and replaced using mirrored data from adjacent signal segments.
- A novel intrinsic respiratory reconstruction index is introduced to select relevant IMFs.
- Empirical Mode Decomposition (EMD) is applied to preprocessed IP signals.
Main Results:
- The proposed method effectively handles motion artifacts, enabling EMD to decompose respiratory components.
- The novel index accurately identifies respiration-related IMFs for signal reconstruction.
- Higher cross-correlations were observed between estimated and reference respiratory frequencies compared to Fourier transform methods, particularly with small window sizes.
Conclusions:
- The developed technique offers improved accuracy and robustness for respiratory monitoring using IP, even during physical activity.
- This method enhances the utility of IP for long-term and ambulatory respiratory monitoring.
- The proposed approach provides a reliable way to estimate instantaneous respiratory rates from thoracic impedance data.
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