mmHRV: Contactless Heart Rate Variability Monitoring using Millimeter-Wave Radio
Published in IEEE Internet of Things Journal, 2021
Fengyu Wang, Xiaolu Zeng, Chenshu Wu, Beibei Wang and K. J. Ray. Liu, IEEE Internet of Things Journal, 2021.
Xiaolu Zeng , Feng Zhang, Beibei Wang and K. J. Ray Liu, IEEE Internet of Things Journal, 2021.
Abstract
Heart Rate Variability (HRV), which measures the fluctuation of heartbeat intervals, has been considered as an important indicator for general health evaluation. To alleviate the user burden and explore the usability for long-term health monitoring, non-contact methods for HRV monitoring have drawn tremendous attention. In this paper, we present mmHRV, the first contact-free multi-user HRV monitoring system using commercial millimeter-Wave (mmWave) radio. The design of mmHRV consists of two key components. First, we develop a calibrationfree target detector to identify each user’s location. Second, a heartbeat signal extractor is devised, which can optimize the decomposition of the phase of the channel information modulated by the chest movement, and thus estimate the heartbeat signal. The exact time of heartbeats is estimated by finding the peak location of the heartbeat signal while the Inter-Beat Intervals (IBIs) can be further derived for evaluating the HRV metrics of each target. We evaluate the system performance and the impact of different settings including the distance between human and the device, user orientation, incidental angle and blockage. Experimental results show that mmHRV can measure the HRV accurately with a median IBI estimation error of 28ms (w.r.t. 96:16% accuracy). In addition, the Root-Mean-Square-Error (RMSE) measured in the Non-Line-of-Sight (NLOS) scenarios is 31.71ms based on the experiments with 11 participants. The performance of the multi-user scenario is slightly degraded compared with the single-user case, however, the median error of the 3-user case is within 52ms for all 3 tested locations.
Key Words: Heart Rate Variability (HRV), Heart Beat Estimation, Wireless Sensing, Millimeter-wave (mmWave) Radio.