Internet of Things in sleep monitoring: An application for posture recognition using supervised learning

2016 IEEE 18th International Conference on e-Health Networking, Applications and Services, Healthcom 2016

Volumn , Issue , 2016, Pages

  Matar, Georges ^a   Lina, Jean Marc ^a,b   Carrier, Julie ^b   Riley, Anna ^c   Kaddoum, Georges ^a  

^a LATIS Laboratory   (Canada)

^b Center for Advanced Research in Sleep Medicine   (Canada)

^c Riley's 321Sleep ^*  (Canada)

Author keywords

Internet of Things; remote sleep monitoring; sleep posture; supervised learning; support vector machines

Indexed keywords

COMPUTER WORKSTATIONS; DATA HANDLING; DIAGNOSIS; DIGITAL STORAGE; IMAGING TECHNIQUES; MEDICAL IMAGING; SIGNAL PROCESSING; SLEEP RESEARCH; SUPERVISED LEARNING; SUPPORT VECTOR MACHINES;

BODY PRESSURE DISTRIBUTION; INTERNET OF THINGS (IOT); MONITORING AND DIAGNOSIS; SLEEP MONITORING; SLEEP POSTURE; SPATIAL PERFORMANCE; SUPERVISED LEARNING APPROACHES; SYSTEM APPLICATIONS;

INTERNET OF THINGS;

EID: 85006341398     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HealthCom.2016.7749469     Document Type: Conference Paper

References (17)

1. G. H. Enderby, "Controlled circulation with hypotensive drugs and posture to reduce bleeding in surgery preliminary results with pentamethonium iodide," The Lancet, vol. 255, no. 6617, pp. 1145-1147, 1950.
2. M. Abouzari, A. Rashidi, J. Rezaii, K. Esfandiari, M. Asadollahi, H. Aleali, and M. Abdollahzadeh, "The role of postoperative patient posture in the recurrence of traumatic chronic subdural hematoma after burr-hole surgery," Neurosurgery, vol. 61, no. 4, pp. 794-797, 2007.
3. H. Kopetz, "Internet of things," in Real-time systems. Springer, 2011, pp. 307-323.
4. Q. Zhu, R. Wang, Q. Chen, Y. Liu, and W. Qin, "Iot gateway: Bridgingwireless sensor networks into internet of things," in Embedded and Ubiquitous Computing (EUC), 2010 IEEE/IFIP 8th International Conference on. IEEE, 2010, pp. 347-352.
5. D. Niyato, E. Hossain, and S. Camorlinga, "Remote patient monitoring service using heterogeneous wireless access networks: architecture and optimization," IEEE Journal on Selected Areas in Comun, vol. 27, no. 4, pp. 412-423, 2009.
6. L. Atzori, A. Iera, and G. Morabito, "The internet of things: A survey," Computer networks, vol. 54, no. 15, pp. 2787-2805, 2010.
7. S. R. Islam, D. Kwak, M. H. Kabir, M. Hossain, and K.-S. Kwak, "The internet of things for health care: a comprehensive survey," IEEE Access, vol. 3, pp. 678-708, 2015.
8. K. Nicol and D. Rusteberg, "Pressure distribution on mattresses," Journal of biomechanics, vol. 26, no. 12, pp. 1479-1486, 1993.
9. J. W. DeVocht, D. G. Wilder, E. R. Bandstra, and K. F. Spratt, "Biomechanical evaluation of four different mattresses," Applied Ergonomics, vol. 37, no. 3, pp. 297-304, 2006.
10. R. Yousefi, S. Ostadabbas, M. Faezipour, M. Nourani, V. Ng, L. Tamil, A. Bowling, D. Behan, and M. Pompeo, "A smart bed platform for monitoring & ulcer prevention," in 4th International Conference on Biomedical Engineering and Informatics (BMEI), vol. 3. IEEE, 2011, pp. 1362-1366.
11. H.-C. Hsu and R.-C. Lo, "A new mattress development based on pressure sensors for body-contouring uniform support," arXiv preprint arXiv:1308.2196, 2013.
12. S. Products, "Real time tactile temperature analysis temperature sensor," http://www.sensorprod.com/pdf/mattress-tem brochure.pdf, 2006, accessed: 16-May-2016.
13. R. T. Rockafellar, "Augmented lagrange multiplier functions and duality in nonconvex programming," SIAM Journal on Control, vol. 12, no. 2, pp. 268-285, 1974.
14. J. Kyparisis, "On uniqueness of kuhn-tucker multipliers in nonlinear programming," Mathematical Programming, vol. 32, no. 2, pp. 242-246, 1985.
15. M. L. McHugh, "Interrater reliability: the kappa statistic," Biochemia medica, vol. 22, no. 3, pp. 276-282, 2012.
16. D. Miorandi, S. Sicari, F. De Pellegrini, and I. Chlamtac, "Internet of things: Vision, applications and research challenges," Ad Hoc Networks, vol. 10, no. 7, pp. 1497-1516, 2012.
17. M. R. Palattella, M. Dohler, A. Grieco, G. Rizzo, J. Torsner, T. Engel, and L. Ladid, "Internet of things in the 5g era: Enablers, architecture, and business models," IEEE Journal on Selected Areas in Communications, vol. 34, no. 3, pp. 510-527, 2016.