TY - GEN
T1 - Efficient ECG Reconstruction and Heart Rate Monitoring Using Time-Based Sampler
AU - Naaman, Hila
AU - Bilik, Daniel
AU - Eder, Yonathan
AU - Eldar, Yonina C.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024/1/1
Y1 - 2024/1/1
N2 - Heart rate monitoring (HRM) based on electrocardiogram (ECG) is an important diagnostic technique for numerous cardiovascular conditions. To provide continuous, portable HRM, and rapid data transfer for instantaneous intervention, wireless technology is necessary, with limitations on system power, bandwidth, and resolution. Recent studies have demonstrated that ECG signals can be modeled as variable pulse width finite rate of innovation (VPW-FRI). In this paper, we develop a time-based VPW-FRI framework, using the power-efficient integrate-and-fire time encoding machine (IF-TEM) sampler. We introduce a method for time-based sub-Nyquist sampling and reconstruction of ECG signals, with application to HRM. Unlike standard sampling systems, the TEM-based sampler is asynchronous and does not require a power-consuming clock. Therefore, it can be exploited for medical applications, such as an energy-efficient pace-maker that may consume less space and power than conventional devices.
AB - Heart rate monitoring (HRM) based on electrocardiogram (ECG) is an important diagnostic technique for numerous cardiovascular conditions. To provide continuous, portable HRM, and rapid data transfer for instantaneous intervention, wireless technology is necessary, with limitations on system power, bandwidth, and resolution. Recent studies have demonstrated that ECG signals can be modeled as variable pulse width finite rate of innovation (VPW-FRI). In this paper, we develop a time-based VPW-FRI framework, using the power-efficient integrate-and-fire time encoding machine (IF-TEM) sampler. We introduce a method for time-based sub-Nyquist sampling and reconstruction of ECG signals, with application to HRM. Unlike standard sampling systems, the TEM-based sampler is asynchronous and does not require a power-consuming clock. Therefore, it can be exploited for medical applications, such as an energy-efficient pace-maker that may consume less space and power than conventional devices.
KW - ECG signal
KW - Time-encoding machine
KW - heart rate monitoring
KW - integrate-and-fire
KW - time-based sampling
UR - https://www.scopus.com/pages/publications/85205790277
U2 - 10.1109/COMCAS58210.2024.10666212
DO - 10.1109/COMCAS58210.2024.10666212
M3 - Conference contribution
AN - SCOPUS:85205790277
T3 - 2024 IEEE International Conference on Microwaves, Communications, Antennas, Biomedical Engineering and Electronic Systems, COMCAS 2024
BT - 2024 IEEE International Conference on Microwaves, Communications, Antennas, Biomedical Engineering and Electronic Systems, COMCAS 2024
PB - Institute of Electrical and Electronics Engineers
T2 - 2024 IEEE International Conference on Microwaves, Communications, Antennas, Biomedical Engineering and Electronic Systems, COMCAS 2024
Y2 - 9 July 2024 through 11 July 2024
ER -