Development and preliminary validation of heart rate and breathing rate detection using a passive, ballistocardiography-based sleep monitoring system.
Techniques such as ballistocardiography (BCG) that can provide noninvasive long-term physiological monitoring have gained interest due to a growing recognition of adverse effects from poor sleep and sleep disorders. The noninvasive analysis of physiological signals (NAPS) system is a BCG-based monitoring system developed to measure heart rate, breathing rate, and musculoskeletal movement that shows promise as a general sleep analysis tool. Overnight sleep studies were conducted on 40 healthy subjects during a clinical trial at the University of Virginia. The NAPS system's measures of heart rate and breathing rate were compared to ECG, pulse oximetry, and respiratory inductance plethysmography (RIP). The subjects were split into a training dataset and a validation dataset, maintaining similar demographics in each set. The NAPS system accurately detected heart rate, averaged over the prescribed 30-s epochs, to within less than 2.72 beats per minute of ECG, and accurately detected breathing rate, averaged over the same epochs, to within 2.10 breaths per minute of RIP bands used in polysomnography.
Mack
David C
DC
University of Virginia, Charlottesville, VA 22908, USA. davidcmack@gmail.com
Patrie
James T
JT
Suratt
Paul M
PM
Felder
Robin A
RA
Alwan
Majd A
MA
D000293:Adolescent; D000328:Adult; D000368:Aged; D000465:Algorithms; D001450:Ballistocardiography / Q000379:methods*; D016009:Chi-Square Distribution; D004562:Electrocardiography; D004867:Equipment Design; D005260:Female; D006339:Heart Rate / Q000502:physiology*; D006801:Humans; D008297:Male; D008875:Middle Aged; D008991:Monitoring, Physiologic / Q000379:methods*; D010092:Oximetry; D010991:Plethysmography; D017286:Polysomnography / Q000379:methods*; D012044:Regression Analysis; D015203:Reproducibility of Results; D012119:Respiration; D012815:Signal Processing, Computer-Assisted