Electrocardiography;
Estimation;
Monitoring;
Noise;
Frequency estimation;
Wearable devices;
Temperature measurement;
Sensor signal processing;
electrocardiogram (ECG);
healthcare monitoring;
respiratory rate (RR);
respiratory sinus rhythms;
signal quality assessment (SQA);
wearable device;
ELECTROCARDIOGRAM;
D O I:
10.1109/LSENS.2024.3449328
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
In this letter, we present an automated signal quality-aware frequency demodulation (FD)-based electrocardiogram (ECG)-derived respiration rate (FD-ECG-derived RR) estimation method with reduced false alarms under noisy ECG signals, which are unavoidable in resting and ambulatory health monitoring applications. The proposed FD-ECG-derived RR estimation method includes three major steps of signal quality checking to discard noisy ECG signals, respiratory-induced frequency variation (RIFV) waveform extraction using a frequency demodulation envelope detector by determining peaks of the derivative ECG waveform using a simple R-peak detector, and respiration rate estimation using the Fourier magnitude spectrum of the extracted RIFV waveform. On the standard Capnobase and BIDMC databases, the proposed FD-ECG-derived RR estimation method provides promising results with mean absolute error values of 5.01 and 5.37 breaths/min, respectively. The signal quality-aware RR estimation method used can reduce false alarm rate of 84.85$% by discarding noisy ECG signals with quality assessment accuracy of 85.25%. The proposed simplistic method having lightweight signal processing approaches makes it suitable for real-time health monitoring applications.
机构:
China Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R ChinaChina Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R China
Gao, Yue
Yan, Hong
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机构:
China Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R ChinaChina Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R China
Yan, Hong
Xu, Zhi
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机构:
China Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R ChinaChina Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R China
Xu, Zhi
Zhang, Lin
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h-index: 0
机构:
China Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R ChinaChina Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R China
Zhang, Lin
Xiao, Meng
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h-index: 0
机构:
China Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R ChinaChina Astronauts Res & Training Ctr, 26 Beiqing Rd, Beijing 100094, Haidian Distric, Peoples R China
Xiao, Meng
MAN-MACHINE-ENVIRONMENT SYSTEM ENGINEERING,
2018,
456
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