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High Accuracy Heartbeat Detection from CW-Doppler Radar Using Singular Value Decomposition and Matched Filter.
Yuki Iwata1, Han Trong Thanh2, Guanghao Sun1
1Graduate School of Informatics and Engineering, The University of Electro-Communications (UEC), Tokyo 182-8585, Japan.
Sensors (Basel, Switzerland)
|June 2, 2021
Summary
A new matched filter method accurately extracts heart rate from radar signals, overcoming challenges posed by body motion. This non-contact vital signs monitoring technique shows promise for home healthcare applications.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Remote Sensing
Background:
- Continuous wave Doppler radar sensors (CW-DRS) offer non-contact vital signs monitoring, crucial for home healthcare.
- Extracting cardiac signals from CW-DRS data is challenging due to superimposed respiratory and body motion signals.
- Existing methods struggle to isolate precise cardiac information from complex radar measurements.
Purpose of the Study:
- To develop a novel signal processing method for accurate heart rate extraction using CW-DRS.
- To address the challenge of separating cardiac signals from superimposed motion artifacts.
- To validate the proposed method across different subject postures.
Main Methods:
- A novel matched filter approach was developed.
- The method involves adaptive template generation using singular value decomposition (SVD) of a trajectory matrix.
- Signal reconstruction is achieved through convolution of the generated template with measurement signals.
Main Results:
- The proposed method demonstrated effectiveness in extracting heart rate from CW-DRS signals.
- For supine subjects, absolute errors in heart rate and standard deviation of heartbeat interval were 1.93±1.76 bpm and 57.0±28.1 s, respectively.
- For seated subjects, errors were 9.72±7.86 bpm and 81.3±24.3 s, indicating good performance across postures.
Conclusions:
- The novel matched filter method successfully extracts cardiac information from CW-DRS signals, even with superimposed motion.
- This technique enhances the feasibility of non-contact vital signs monitoring in home healthcare settings.
- The validated method offers improved accuracy for heart rate and heartbeat interval measurements in various subject positions.
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