ECG Signal Reconstruction Using FMCW Radar and a Convolutional Neural Network for Contactless Vital-Sign Sensing

Author:

TODA Daiki1,ANZAI Ren1,ICHIGE Koichi1,SAITO Ryo2,UEKI Daichi2

Affiliation:

1. Department of Electrical and Computer Engineering, Yokohama National University

2. Murata Manufacturing Co., Ltd.

Publisher

Institute of Electronics, Information and Communications Engineers (IEICE)

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Software

Reference24 articles.

1. [1] K. Yamamoto, K. Toyoda, and T. Ohtsuki, “Spectrogram-based Non-contact RRI estimation by accurate peak detection algorithm,” IEEE Access, vol.6, pp.60369-60379, Oct. 2018. DOI: 10.1109/ACCESS.2018.2875737 10.1109/access.2018.2875737

2. [2] K. Fujiwara, E. Abe, K. Kamata, C. Nakayama, Y. Suzuki, T. Yamakawa, T. Hiraoka, M. Kano, Y. Sumi, F. Masuda, M. Matsuo, and H. Kadotani, “Heart rate variability-based driver drowsiness detection and its validation with EEG,” IEEE Trans. Biomed. Eng., vol.66, no.6, pp.1769-1778, Nov. 2018. DOI: 10.1109/TBME.2018.2879346 10.1109/tbme.2018.2879346

3. [3] X. Tian, Q. Zhu, Y. Li, and M. Wu, “Cross-domain joint dictionary learning for ECG reconstruction from PPG,” Proc. IEEE International Conf. Acoustics, Speech and Signal Processing, pp.936-940, May 2020. DOI: 10.1109/ICASSP40776.2020.9054242 10.1109/icassp40776.2020.9054242

4. [4] V.L. Petrović, M.M. Janković, A.V. Lupšić, V.R. Mihajlović and J.S. Popović-Božović, “High-accuracy real-time monitoring of heart rate variability using 24GHz continuous-wave Doppler radar,” IEEE Access, vol.7, pp.74721-74733, June 2019. DOI: 10.1109/ACCESS.2019.2921240 10.1109/access.2019.2921240

5. [5] T. Sakamoto, S. Mitani, and T. Sato, “Noncontact monitoring of heartbeat and movements during sleep using a pair of millimeter-wave ultra-wideband radar systems,” IEICE Trans. Commun., vol.E104-B, no.4, pp.463-471, April 2021. DOI: 10.1587/transcom.2020EBP3078 10.1587/transcom.2020ebp3078

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. ECG waveform generation from radar signals: A deep learning perspective;Computers in Biology and Medicine;2024-06

2. Design of a high-performance differential amplifier for collecting electrocardiogram signals;2023 IEEE 6th International Conference on Information Systems and Computer Aided Education (ICISCAE);2023-09-23

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