Impact of monitoring technology in assisted living: outcome pilot
IEEE Transactions on Information Technology in Biomedicine
Nonconstrained sleep monitoring system and algorithms using air-mattress with balancing tube method
IEEE Transactions on Information Technology in Biomedicine
Wireless, multipurpose in-home health monitoring platform: two case trials
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
IEEE Transactions on Information Technology in Biomedicine
Testing classifiers for embedded health assessment
ICOST'12 Proceedings of the 10th international smart homes and health telematics conference on Impact Ananlysis of Solutions for Chronic Disease Prevention and Management
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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 tomeasure 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.