Bed posture classification for pressure ulcer prevention

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2011, Pages 7175-7178

  Yousefi, R ^a   Ostadabbas, S ^a   Faezipour, M ^a   Farshbaf, M ^a   Nourani, M ^a   Tamil, L ^a   Pompeo, M ^b  

^a The University of Texas at Dallas   (United States)

^b Presbyterian Wound Care Clinic   (United States)

Author keywords

K Nearest Neighbor; Posture Classification; Pressure Image; Pressure Ulcer

Indexed keywords

COMMERCIAL PRESSURE; HEALTH-CARE SYSTEM; IMAGE-BASED; K-NEAREST NEIGHBORS; POSTURE CLASSIFICATION; PRESSURE ULCER; PRESSURE ULCERS; PROCESSING ALGORITHMS; SURFACE TECHNOLOGY; WHOLE-BODY;

ALGORITHMS; HEALTH CARE; HEALTH RISKS;

DISEASES;

ALGORITHM; ARTICLE; AUTOMATED PATTERN RECOGNITION; BED; BODY POSTURE; COMPUTER ASSISTED DIAGNOSIS; DECUBITUS; ELECTRONICS; EQUIPMENT DESIGN; HUMAN; MECHANICAL STRESS; METHODOLOGY; MOTION; NORMAL DISTRIBUTION; PRESSURE; REPRODUCIBILITY; SIGNAL PROCESSING; STATISTICAL MODEL;

ALGORITHMS; BEDS; DIAGNOSIS, COMPUTER-ASSISTED; ELECTRONICS; EQUIPMENT DESIGN; HUMANS; MODELS, STATISTICAL; MOTION; NORMAL DISTRIBUTION; PATTERN RECOGNITION, AUTOMATED; POSTURE; PRESSURE; PRESSURE ULCER; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED; STRESS, MECHANICAL;

EID: 84864585366     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6091813     Document Type: Conference Paper

References (21)

1. National Pressure Ulcer Advisory Panel: http://www.npuap.org/pr2.htm
2. D. Berlowitz, H. Bezerra, G. Brandeis, B. Kader, J. Anderson, "Are we improving the quality of nursing home care: the case of pressure ulcers," J Am Geriatr Soc, vol. 48, pp. 59-62, 2000.
3. US Department of Health and Human Services, "Projected Supply Demand and Shortage of Registered Nurses: 2000-2020," http://www.ahcancal.org/ research data/staffing/Documents/RegisteredNurseSupplyDemand.pdf, July, 2002
4. S. Ostadabbas, R. Yousefi, M. Faezipour, M. Nourani, M. Pompeo, "Pressure Ulcer Prevention: An Efficient Turning Schedule for Bed- Bound Patients," in IEEE-NIH Life Science Systems and Applications Workshop (LiSSA2011), pp. 159-162, Apr. 2011.
5. D. Lowne, M. Tarler, "Designing a low-cost mattress sensor for automated body position classification," EMBS, pp. 6437-6440, 2005.
6. T. Harada et al., "Body parts positions and posture estimation system based on pressure distribution image," ICRA, vol. 2, pp. 968-975, 1999.
7. T. Harada, T. Sato, T. Mori, "Pressure distribution image based human motion tracking system using skeleton and surface integration model," ICRA, vol. 4, pp. 3201- 3207, 2001.
8. H. Chi-Chun, H. Yu-Wei, C. Yu-Hsien, K. Chia-Hao, "Bayesian classification for bed posture detection based on kurtosis and skewness estimation," International Conference on e-health Networking, Applications and Services, pp. 165-168, July, 2008.
9. W. Huang, A. Phyo Wai, S. Fook Foo, J. Biswas, C. Hsia, K. Liou, "Multimodal sleeping posture classification," ICPR, pp. 4336-4339, Aug., 2010.
10. C. Hsia, K. Liou, A. Aung, V. Foo, W. Huang, J. Biswas, "Analysis and comparison of sleeping posture classification methods using pressure sensitive bed system," EMBC, pp. 6131-6134, Sept., 2009.
11. M. Yip, D. He, E. Winokur; A. Balderrama, R. Sheridan, M. Hongshen, "A flexible pressure monitoring system for pressure ulcer prevention," EMBC, pp. 1212-1215, Sept., 2009.
12. XSENSOR Technology: http://www.xsensor.com/
13. Hill-Rom: http://www.hill-rom.com
14. Stryker: http://www.stryker.com/
15. Vistamedical Inc.: http://www.pressuremapping.com/
16. R. Gonzalez, R. Woods, Digital Image Processing, Prentice Hall, 2008.
17. M. Turk, A. Pentland, "Eigenfaces for Recognition," Journal of Cognitive Neurosicence, Vol. 3, No. 1, pp. 71-86, 1991.
18. M. Turk, A. Pentland, "Face Recognition Using Eigenfaces," CVPR, pp. 586-591, June 1991.
19. S. Bay, "Combining nearest neighbor classifiers through multiple feature subsets," ICML, pp. 3745, Madison, WI, 1998.
20. M. Bartlett, J. Movellan, T. Sejnowski, "Face Recognition by Independent Component Analysis," IEEE Trans. on Neural Networks, Vol. 13, No. 6, pp. 1450-1464, November 2002.
21. A. Bell and T. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Comput., vol. 7, no. 6, pp. 11291159, 1995.