Estimating posture-recognition performance in sensing garments using geometric wrinkle modeling

IEEE Transactions on Information Technology in Biomedicine

Volumn 14, Issue 6, 2010, Pages 1436-1445

  Harms, Holger ^a   Amft, Oliver ^a,b   Tröster, Gerhard ^a  

^a ETH ZURICH   (Switzerland)

^b EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Smart garments; SMASH; system performance; wearable computers; wearable sensors

Indexed keywords

BODY POSTURES; COMPREHENSIVE MODELING; CRITICAL DESIGN PARAMETERS; DESIGN AND DEVELOPMENT; ESTIMATION ERRORS; EVALUATION STUDY; EXPERIMENTAL DATA; INFORMATION QUALITY; MODELING APPROACH; PROTOTYPING; RECOGNITION PERFORMANCE; SENSING MODALITIES; SENSOR ORIENTATION; SMART GARMENTS; SMART SENSING; SMASH; STAGE PERFORMANCE; SYSTEM PERFORMANCE; WEARABLE SENSORS;

COMPUTER SIMULATION; ERRORS; SENSORS; WEARABLE COMPUTERS;

MILITARY TEXTILES;

ALGORITHM; AMBULATORY MONITORING; ARTICLE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; BIOMECHANICS; BODY POSTURE; CLOTHING; COMPUTER SIMULATION; EQUIPMENT DESIGN; FEMALE; HUMAN; INSTRUMENTATION; MALE; METHODOLOGY; PHYSIOLOGY; REPRODUCIBILITY;

ALGORITHMS; BIOMECHANICS; CLOTHING; COMPUTER SIMULATION; EQUIPMENT DESIGN; FEMALE; HUMANS; MALE; MODELS, BIOLOGICAL; MONITORING, AMBULATORY; PATTERN RECOGNITION, AUTOMATED; POSTURE; REPRODUCIBILITY OF RESULTS;

EID: 78249242398     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2010.2076822     Document Type: Article

References (25)

1. H. Zheng, N. Black, and N. Harris, "Position-sensing technologies for movement analysis in stroke rehabilitation," Med. Biol. Eng. Comput., vol. 43, no. 4, pp. 413-420, 2005.
2. M. Sung, C. Marci, and A. Pentland, "Wearable feedback systems for rehabilitation," J. Neuroeng. Rehabil., vol. 2, no. 1, p. 17, 2005.
3. H. Harms, O. Amft, D. Roggen, and G. Tröster, "Rapid prototyping of smart garments for activity-aware applications," J. Ambient Intell. Smart Environ., vol. 1, no. 2, pp. 87-101, 2009.
4. R. Paradiso, C. Belloc, G. Loriga, and N. Taccini, "Wearable healthcare systems, new frontiers of e-textile." in Personalised Health Management Systems: The Integration of Innovative Sensing, Textile, Information and Communication Technologies (Studies in Health Technology and Informatics series), vol. 117, Amsterdam, The Netherlands: IOS Press, 2005, pp. 9-16.
5. A. Lymberis and S. Olsson, "Intelligent biomedical clothing for personal health and disease management: State of the art and future vision," Telemed. J. E-Health, vol. 9, no. 4, pp. 379-386, 2003.
6. S. Coyle, D. Morris, K.-T. Lau, D. Diamond, and N. Moyna, "Textile-based wearable sensors for assisting sports performance," in Proc. 6th Int. Workshop Wearable and Implantable Body Sensor Netw., Washington, DC, 2009, pp. 307-311.
7. W. Wong and M. Wong, "Detecting spinal posture change in sitting positions with tri-axial accelerometers," Gait Posture, vol. 27, no. 1, pp. 168-171, 2008.
8. H. Harms, O. Amft, M. Appert, R. Muller, and G. Tröster, "Wearable therapist: Sensing garments for supporting children improve posture," in Proc. 11th Int. Conf. Ubiquitous Compu., New York, 2009, pp. 85-88.
9. H. Harms, O. Amft, and G. Tröster, "Influence of a loose-fitting sensing garment on posture recognition in rehabilitation," in Proc. Biomed. Circuits and Syst. Conf., Piscataway, NJ, Nov. 2008, pp. 353-356.
10. A. Tognetti, F. Lorussi, R. Bartalesi, S. Quaglini, M. Tesconi, G. Zupone, and D. De Rossi, "Wearable kinesthetic system for capturing and classifying upper limb gesture in post-stroke rehabilitation," J. Neuroeng. Rehabil., vol. 2, no. 1, p. 8, Mar. 2005.
11. C. Mattmann, O. Amft, H. Harms, C. Tröster, and F. Clemens, "Recognizing upper body postures using textile strain sensors," in Proc. 11th IEEE Int. Symp. Wearable Comput., Piscataway, NJ, Oct. 2007, pp. 29-36.
12. O. Amft, H. Harms, G. Troester, and C. Schuster, "Estimating exercise execution quality from garment-integrated sensors," Neurorehabil. Neural Repair, vol. 22, no. 5, p. 616, 2008.
13. K. Kunze and P. Lukowicz, "Dealing with sensor displacement in motion-based onbody activity recognition systems," in Proc. 10th Int. Conf. Ubiquitous comput., New York, 2008, pp. 20-29.
14. P. Zappi, T. Stiefmeier, E. Farella, D. Roggen, L. Benini, and G. Tröster, "Activity recognition from on-body sensors by classifier fusion: sensor scalability and robustness," in Proc. 3rd Int. Conf. Intell. Sens., Sens. Netw. Inf., 2007 (ISSNIP 2007), Dec., pp. 281-286.
15. D. E. Breen, D. H. House, and J. M. Wozny, "A particle-based model for simulating the draping behavior of woven cloth," Textile Res. J., vol. 64, no. 11, pp. 663-685, 1992.
16. P. Volino and N. Magnenat-Thalmann, "Accurate garment prototyping and simulation," Comput.-Aided Design Appl., vol. 2, no. 1-4, pp. 645-654, 2005.
17. J. Hu and Y. Chan, "Effect of fabric mechanical properties on drape," Textile Res. J., vol. 68, no. 1, pp. 57-64, 1998.
18. D. Lojen and S. Jevsnik, "Some aspects of fabric drape," Fibres Textiles Eastern Eur., vol. 15, no. 4, pp. 39-45, Dec. 2007.
19. H. Harms, O. Amft, and G. Tröster, "Modeling and simulation of sensor orientation errors in garments," presented at the 4th Int. Conf. Body Area Netw., Los Angeles, CA, 2009.
20. T. Barker, C. Kirtley, and J. Ratanapinunchai, "Calculation of multi-segment rigid body joint dynamics using matlab," in Proc. Inst. Mech. Eng., Part H, J. Eng. Med., 01 1997, pp. 483-487.
21. J. Denavit and R. S. Hartenberg, "A kinematic notation for lower-pair mechanisms based on matrices," Trans. ASME J. Appl. Mech, vol. 23, pp. 215-221, 1955.
22. A. Tilley, The Measure of Man and Woman: Human Factors in Design, 1st ed. New York: Whitney Library of Design, 1993.
23. mysmithmicro. (2010). "Poser 6," [Online]. Available: http://my.smithmicro.com/win/poser/index.html.
24. X. Dai, T. Furukawa, S. Mitsui, M. Takatera, and Y. Shimizu, "Drape formation based on geometric constraints and its application to skirt modelling," Sci. Technol., vol. 13, no. 1, pp. 23-37, 2001.
25. A. Bowman and A. Azzalini, Applied Smoothing Techniques for Data Analysis: The Kernel Approach With S-Plus Illustrations. New York: Oxford Univ. Press, 1997.