Monitoring a Person's Heart Rate and Respiratory Rate on a Shared Bed Using Geophones

Using geophones to sense bed vibrations caused by ballistic force has shown great potential in monitoring a person's heart rate during sleep. It does not require a special mattress or sheets, and the user is free to move around and change position during sleep. Earlier work has studied how to process the geophone signal to detect heartbeats when a single subject occupies the entire bed. In this study, we develop a system called VitalMon, aiming to monitor a person's respiratory rate as well as heart rate, even when she is sharing a bed with another person. In such situations, the vibrations from both persons are mixed together. VitalMon first separates the two heartbeat signals, and then distinguishes the respiration signal from the heartbeat signal for each person. Our heartbeat separation algorithm relies on the spatial difference between two signal sources with respect to each vibration sensor, and our respiration extraction algorithm deciphers the breathing rate embedded in amplitude fluctuation of the heartbeat signal. We have developed a prototype bed to evaluate the proposed algorithms. A total of 86 subjects participated in our study, and we collected 5084 geophone samples, totaling 56 hours of data. We show that our technique is accurate -- its breathing rate estimation error for a single person is 0.38 breaths per minute (median error is 0.22 breaths per minute), heart rate estimation error when two persons share a bed is 1.90 beats per minute (median error is 0.72 beats per minute), and breathing rate estimation error when two persons share a bed is 2.62 breaths per minute (median error is 1.95 breaths per minute). By varying sleeping posture and mattress type, we show that our system can work in many different scenarios.

[1]  Marjorie Skubic,et al.  Refinement and evaluation of a hydraulic bed sensor , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[2]  Pei Zhang,et al.  Demo Abstract: HB-Phone: A Bed-Mounted Geophone-Based Heartbeat Monitoring System , 2016, 2017 16th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN).

[3]  Denis Gifford,et al.  1953 , 2018, The British Film Catalogue.

[4]  Scott Rickard,et al.  8 The DUET Blind Source Separation Algorithm ∗ , 2007 .

[5]  M. Brink,et al.  Contact-free measurement of heart rate, respiration rate, and body movements during sleep , 2006, Behavior research methods.

[6]  N. Montano,et al.  Altered cardiovascular variability in obstructive sleep apnea. , 1998, Circulation.

[7]  R. Guillemaud,et al.  Estimation of respiratory waveform and heart rate using an accelerometer , 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[8]  J. Friedman,et al.  Respiration and sleep in Parkinson's disease. , 1986, Journal of neurology, neurosurgery, and psychiatry.

[9]  Hae Young Noh,et al.  Characterizing wave propagation to improve indoor step-level person localization using floor vibration , 2016, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[10]  R. Prescott,et al.  Prospective study of heart rate variability and mortality in chronic heart failure: results of the United Kingdom heart failure evaluation and assessment of risk trial (UK-heart). , 1998, Circulation.

[11]  E. C. Cmm,et al.  on the Recognition of Speech, with , 2008 .

[12]  Hae Young Noh,et al.  BOES: Building Occupancy Estimation System using sparse ambient vibration monitoring , 2014, Smart Structures.

[13]  Damjan Zazula,et al.  Heartbeat and Respiration Detection From Optical Interferometric Signals by Using a Multimethod Approach , 2012, IEEE Transactions on Biomedical Engineering.

[14]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1972 .

[15]  I. Jolliffe Principal Component Analysis , 2002 .

[16]  J.E. Mazo,et al.  Digital communications , 1985, Proceedings of the IEEE.

[17]  Steffen Leonhardt,et al.  Adaptive Beat-to-Beat Heart Rate Estimation in Ballistocardiograms , 2011, IEEE Transactions on Information Technology in Biomedicine.

[18]  Marjorie Skubic,et al.  Non-invasive measurement of heartbeat with a hydraulic bed sensor Progress, challenges, and opportunities , 2013, 2013 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

[19]  Shyamnath Gollakota,et al.  Contactless Sleep Apnea Detection on Smartphones , 2015, GetMobile Mob. Comput. Commun..

[20]  Tae Park Introduction to Digital Signal Processing: Musically Speaking , 2010 .

[21]  Mi Zhang,et al.  BodyScan: Enabling Radio-based Sensing on Wearable Devices for Contactless Activity and Vital Sign Monitoring , 2016, MobiSys.

[22]  Xavier L. Aubert,et al.  Estimation of vital signs in bed from a single unobtrusive mechanical sensor: Algorithms and real-life evaluation , 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[23]  E. Oja,et al.  Independent Component Analysis , 2013 .

[24]  Yoshiharu Yonezawa,et al.  A sensor for monitoring pulse rate, respiration rhythm, and body movement in bed , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[25]  J. Miller,et al.  Decreased heart rate variability and its association with increased mortality after acute myocardial infarction. , 1987, The American journal of cardiology.

[26]  J. M. Kortelainen,et al.  Multichannel bed pressure sensor for sleep monitoring , 2012, 2012 Computing in Cardiology.

[27]  Rich Fletcher,et al.  Low-cost differential front-end for Doppler radar vital sign monitoring , 2009, 2009 IEEE MTT-S International Microwave Symposium Digest.

[28]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1971 .

[29]  Rob Miller,et al.  Smart Homes that Monitor Breathing and Heart Rate , 2015, CHI.

[30]  Lawrence R. Rabiner,et al.  A tutorial on hidden Markov models and selected applications in speech recognition , 1989, Proc. IEEE.

[31]  Julius O. Smith,et al.  Introduction to Digital Filters: with Audio Applications , 2007 .

[32]  S. P. Lloyd,et al.  Least squares quantization in PCM , 1982, IEEE Trans. Inf. Theory.

[33]  S. Frigo,et al.  1985 , 1985, Literatur in der SBZ/DDR.

[34]  Heng Tao Shen,et al.  Principal Component Analysis , 2009, Encyclopedia of Biometrics.

[35]  Steffen Leonhardt,et al.  Multi-channel optical sensor-array for measuring ballistocardiograms and respiratory activity in bed , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[36]  N. Bu,et al.  Monitoring of Respiration and Heartbeat during Sleep using a Flexible Piezoelectric Film Sensor and Empirical Mode Decomposition , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[37]  S. Hewitt,et al.  2008 , 2018, Los 25 años de la OMC: Una retrospectiva fotográfica.

[38]  Scott Rickard,et al.  Blind separation of speech mixtures via time-frequency masking , 2004, IEEE Transactions on Signal Processing.

[39]  R. Mersereau,et al.  Multiple Access Frequency Hopping Patterns with Low Ambiguity , 1981, IEEE Transactions on Aerospace and Electronic Systems.

[40]  Roman Kuc,et al.  Introduction to Digital Signal Processing , 1988 .

[41]  Kajiro Watanabe,et al.  Noncontact method for sleep stage estimation , 2004, IEEE Transactions on Biomedical Engineering.

[42]  John Paul Shen,et al.  SurfaceVibe: Vibration-Based Tap & Swipe Tracking on Ubiquitous Surfaces , 2017, 2017 16th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN).

[43]  Jonathan Blackledge,et al.  Digital Signal Processing: Mathematical and Computational Methods, Software Development and Applications , 2001 .

[44]  J W Gordon,et al.  Certain Molar Movements of the Human Body produced by the Circulation of the Blood. , 1877, Journal of anatomy and physiology.

[45]  Tae Hong Park Introduction to digital signal processing - Computer Musically Speaking , 2009 .

[46]  Xu Chen,et al.  Tracking Vital Signs During Sleep Leveraging Off-the-shelf WiFi , 2015, MobiHoc.

[47]  GunopulosDimitrios,et al.  Automatic subspace clustering of high dimensional data for data mining applications , 1998 .

[48]  S. Hewitt,et al.  1981 , 1982, Syria 1975/76-2018.

[49]  James T. Patrie,et al.  Development and Preliminary Validation of Heart Rate and Breathing Rate Detection Using a Passive, Ballistocardiography-Based Sleep Monitoring System , 2009, IEEE Transactions on Information Technology in Biomedicine.

[50]  D. Pederson,et al.  Demodulators and Detectors , 2008 .

[51]  JJtelncal iajette,et al.  1877 , 1878, The Indian medical gazette.

[52]  K. Watanabe,et al.  Noninvasive Bed Sensing of Human Biosignals Via Piezoceramic Devices Sandwiched Between the Floor and Bed , 2012, IEEE Sensors Journal.

[53]  Damjan Zazula,et al.  Detection of heartbeat and respiration from optical interferometric signal by using wavelet transform , 2013, Comput. Methods Programs Biomed..

[54]  Marjorie Skubic,et al.  Heartbeat detection from a hydraulic bed sensor using a clustering approach , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.