Wearable mobility monitoring using a multimedia smartphone platform

IEEE Transactions on Instrumentation and Measurement

Volumn 60, Issue 9, 2011, Pages 3153-3161

  Haché, Gaëtanne ^a   Lemaire, Edward D ^a,b   Baddour, Natalie ^a  

^a UNIVERSITY OF OTTAWA   (Canada)

^b Rehabilitation Centre   (Canada)

Author keywords

Acceleration; cameras; mobility; monitoring; multimedia systems; wearable

Indexed keywords

CLINICAL DECISION MAKING; MOBILITY MONITORING SYSTEMS; MOBILITY PROFILES; PHYSICAL REHABILITATION; SMART PHONES; STRUCTURED SEQUENCE; WALKING SURFACES; WEARABLE; WEARABLE SYSTEMS;

DECISION MAKING; MULTIMEDIA SYSTEMS; PHOTOGRAPHY; SIGNAL ENCODING; TELEPHONE SYSTEMS; WEARABLE COMPUTERS;

MONITORING;

EID: 80051804600     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2011.2122490     Document Type: Article

References (32)

1. A. E. Patla and A. Shumway-Cook, "Dimensions of mobility: Defining the complexity and difficulty associated with community mobility," J. Aging Phys. Activity, vol. 7, no. 1, pp. 7-19, Jan. 1999. (Pubitemid 29086434)
2. Statistics Canada, Participation and Activity Limitation Survey 2006: Analytical Report, Minister Industry, Ottawa, Canada, 2007, Accessed: 25 Nov. 2009. [Online]. Available: http://dsp-psd.pwgsc.gc.ca/collection- 2007/statcan/89-628-X/89-628-XIE2007002.pdf
3. T. Lam, V. K. Noonan, and J. J. Eng, "A systematic review of functional ambulation outcome measures in spinal cord injury," Spinal Cord, vol. 46, no. 4, pp. 246-254, Apr. 2008. (Pubitemid 351498868)
4. R. Corrigan and H. McBurney, "Community ambulation: Environmental impacts and assessment inadequacies," Disabil. Rehabil., vol. 30, no. 19, pp. 1411-1419, 2008.
5. M. Ermes, J. Pärkka, J. Mantyjarvi, and I. Korhonen, "Detection of daily activities and sports with wearable sensors in controlled and uncontrolled conditions," IEEE Trans. Inf. Technol. Biomed., vol. 12, no. 1, pp. 20-26, Jan. 2008. (Pubitemid 351266639)
6. C. N. Scanaill, S. Carew, P. Barralon, N. Noury, D. Lyons, and G. M. Lyons, "A review of approaches to mobility telemonitoring of the elderly in their living environment," Ann. Biomed. Eng., vol. 34, no. 4, pp. 547-563, Apr. 2006.
7. M. J. Mathie, A. C. F. Coster, N. H. Lovell, and B. G. Celler, "Detection of daily physical activities using a triaxial accelerometer," Med. Biol. Eng. Comput., vol. 41, no. 3, pp. 296-301, May 2003. (Pubitemid 36705483)
8. D. A. Rodríguez, A. L. Brown, and P. J. Troped, "Portable global positioning units to complement accelerometry-based physical activity monitors," Med. Sci. Sports Exerc., vol. 37, no. 11 Suppl., pp. S572-S581, Nov. 2005. (Pubitemid 41691820)
9. D. M. Karantonis, M. R. Narayanan, M. Mathie, N. H. Lovell, and B. G. Celler, "Implementation of a real-time human movement classifier using a triaxial accelerometer for ambulatory monitoring," IEEE Trans. Inf. Technol. Biomed., vol. 10, no. 1, pp. 156-167, Jan. 2006. (Pubitemid 43092328)
10. E. Farella, A. Pieracci, L. Benini, and A. Acquaviva, "A wireless body area sensor network for posture detection," in Proc. 11th IEEE Symp. Comput. Commun., Cagliari, Sardinia, Jun. 2006, pp. 454-459. (Pubitemid 47130255)
11. C. Randell and H.Muller, "Context awareness by analysing accelerometer data," in Proc. 4th Int. Symp. Wearable Comput., Atlanta, GA, Oct. 2000, pp. 175-176. (Pubitemid 32072879)
12. Y. Lee and S.-B. Cho, "Extracting meaningful contexts from mobile life log," in Proc. Intell. Data Eng. Automated Learn., Birmingham, U.K., Dec. 2007, pp. 750-759.
13. G. H. Jin, S. B. Lee, and T. S. Lee, "Context awareness of human motion states using accelerometer," J. Med. Syst., vol. 32, no. 2, pp. 93-100, Apr. 2008.
14. T. Choudhury, G. Borriello, S. Consolvo, D. Haehnel, B. Harrison, B. Hemingway, J. Hightower, P. Klasnja, K. Koscher, A. LaMarca, J. A. Landay, L. LeGrand, J. Lester, A. Rahimi, A. Rea, and D. Wyatt, "The mobile sensing platform: An embedded activity recognition system," IEEE Pervasive Comput., vol. 7, no. 2, pp. 32-41, Apr./Jun. 2008. (Pubitemid 351575120)
15. U. Maurer, A. Rowe, A. Smailagic, and D. Siewiorek, "Location and activity recognition using eWatch: A wearable sensor platform," in Proc. Ambient Intell. Everyday Life, 2006, pp. 86-102.
16. G. Hache, E. Lemaire, and N. Baddour, "Development of a Wearable Mobility Monitoring System," in Proc. Can. Med. Biological Eng. Conf., Calgary, Canada, May 2009.
17. C. V. C. Bouten, K. T. M. Koekkoek, M. Verduin, R. Kodde, and J. D. Janssen, "A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity," IEEE Trans. Biomed. Eng., vol. 44, no. 3, pp. 136-147, Mar. 1997. (Pubitemid 27084199)
18. STMicroelectronics, MEMS Inertial Sensor-High Performance 3-Axis ±2/±6g Ultracompact Linear Accelerometer, LIS344ALH Datasheet, Rev.3, STMicroelectronics, Geneva, Switzerland, 2008.
19. M. J. Mathie, A. C. F. Coster, N. H. Lovell, and B. G. Celler, "Accelerometry: Providing an integrated, practical method for long-term, ambulatory monitoring of human movement," Physiol. Meas., vol. 25, no. 2, pp. R1-R20, Apr. 2004. (Pubitemid 38568927)
20. S. J. Preece, J. Y. Goulermas, L. P. J. Kenney, D. Howard, K. Meijer, and R. Crompton, "Activity identification using body-mounted sensors-A review of classification techniques," Physiol. Meas., vol. 30, no. 4, pp. R1-R33, Apr. 2009.
21. P. H. Veltink, H. B. J. Bussmann, W. De Vries, W. L. J. Martens, and R. C. Van Lummel, "Detection of static and dynamic activities using uniaxial accelerometers," IEEE Trans. Rehabil. Eng., vol. 4, no. 4, pp. 375-385, Dec. 1996. (Pubitemid 27041625)
22. G. M. Lyons, K. M. Culhane, D. Hilton, P. A. Grace, and D. Lyons, "A description of an accelerometer-based mobility monitoring technique," Med. Eng. Phys., vol. 27, no. 6, pp. 497-504, Jul. 2005. (Pubitemid 40884672)
23. K. M. Culhane, G. M. Lyons, D. Hilton, P. A. Grace, and D. Lyons, "Longterm mobility monitoring of older adults using accelerometers in a clinical environment," Clin. Rehabil., vol. 18, no. 3, pp. 335-343, Mar. 2004. (Pubitemid 38559176)
24. B. Najafi, K. Aminian, A. Paraschiv-Ionescu, F. Loew, C. J. Bula, and P. Robert, "Ambulatory system for human motion analysis using a kinematic sensor: Monitoring of daily physical activity in the elderly," IEEE Trans. Biomed. Eng., vol. 50, no. 6, pp. 711-723, Jun. 2003. (Pubitemid 36723605)
25. Freescale Semiconductor, Application Note 3461, Rev 2 Tilt Sensing using Accelerometers Sensors, pp. 2-4.
26. J. Baek, G. Lee, W. Park, and B. -J. Yun, "Accelerometer signal processing for user activity detection," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Berlin, Germany: Springer-Verlag, 2004, pp. 610-617.
27. J. S. Frank and A. E. Patla, "Balance and mobility challenges in older adults: Implications for preserving community mobility," Amer. J. Prev. Med., vol. 25, no. 3 Suppl 2, pp. 157-163, Oct. 2003. (Pubitemid 41116510)
28. P. J. Troped, M. S. Oliveira, C. E. Matthews, E. K. Cromley, S. J. Melly, and B. A. Craig, "Prediction of activity mode with global positioning system and accelerometer data," Med. Sci. Sports Exerc., vol. 40, no. 5, pp. 972-978, May 2008.
29. G. MacLellan and L. Baillie, "Development of a location and movement monitoring system to quantify physical activity," in Proc. Conf. Human Factors Comput. Syst., 2008, pp. 2889-2894.
30. A. Shumway-Cook, A. E. Patla, A. Stewart, L. Ferrucci, M. A. Ciol, and J. M. Guralnik, "Environmental demands associated with community mobility in older adults with and without mobility disabilities," Phys. Ther., vol. 82, no. 7, pp. 670-681, Jul. 2002. (Pubitemid 34728977)
31. J. Stokes and J. Lindsay, "Major causes of death and hospitalization in Canadian seniors," Chronic Dis. Can., vol. 17, no. 2, pp. 63-73, 1996. (Pubitemid 126415434)
32. A. Shumway-Cook, A. Patla, A. Stewart, L. Ferrucci, M. A. Ciol, and J. M. Guralnik, "Environmental components of mobility disability in community-living older persons," J. Amer. Geriatrics Soc., vol. 51, no. 3, pp. 393-398, Mar. 2003. (Pubitemid 36348902)