Application of wearable sensors for human gait analysis using fuzzy computational algorithm

Engineering Applications of Artificial Intelligence

Volumn 24, Issue 6, 2011, Pages 1018-1025

  Alaqtash, Murad ^a   Yu, Huiying ^a   Brower, Richard ^b   Abdelgawad, Amr ^c   Sarkodie Gyan, Thompson ^a  

^a 500 W University Avenue   (United States)

^b Texas Tech University Health Sciences Center El Paso   (United States)

^c TEXAS TECH UNIVERSITY HEALTH SCIENCES CENTER   (United States)

Author keywords

Fuzzy computational algorithm; Ground reaction forces (GRFs); Human locomotion; Inertial sensor

Indexed keywords

ALGORITHMIC TOOLS; COMPUTATIONAL ALGORITHM; FEATURE MATRIX; FUZZY RULE-BASE; FUZZY SIMILARITY; GAIT CYCLES; GAIT FEATURES; GAIT FUNCTIONS; GROUND REACTION FORCES; GROUND REACTION FORCES (GRFS); HEALTHY SUBJECTS; HUMAN GAIT ANALYSIS; HUMAN LOCOMOTIONS; INERTIAL SENSOR; INPUT TESTS; LOWER LIMB; MATRIX; MOTION DATA; MULTIPLE SCLEROSIS; QUANTITATIVE ASSESSMENTS; RULE BASED; RULE BASED SYSTEM; THERAPEUTIC INTERVENTION; WEARABLE SENSORS;

ASSOCIATION REACTIONS; FUZZY LOGIC; GAIT ANALYSIS; INERTIAL NAVIGATION SYSTEMS; RATING; SENSORS;

ALGORITHMS;

EID: 79959923814     PISSN: 09521976     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.engappai.2011.04.010     Document Type: Article

References (33)

1. R. Begg, and J. Kamruzzaman A machine learning approach for automated recognition of movement patterns using basic, kinetic and kinematic gait data Journal of Biomechanics 38 2005 401 408 (Pubitemid 40126450)
2. Paolo Bonato Advances in wearable technology and applications in physical medicine and rehabilitation Journal of NeuroEngineering and Rehabilitation 2 2005 1 4
3. T. Chau A review of analytical techniques for gait data. Part 1: fuzzy, statistical and fractal methods Gait and Posture 13 2001 49 66 (Pubitemid 32109219)
4. T. Chau A review of analytical techniques for gait data. Part 2: neural network and wavelet methods Gait and Posture 13 2001 102 120 (Pubitemid 32181341)
5. Gavrila, D.M; Davis, L.S; 1996. 3-D model-based tracking of humans in action: a multi-view approach. In: Proceedings of the IEEE Computer Vision and Pattern Recognition, San Francisco, pp. 7379.
6. D. Giansanti, G. Maccioni, and V. Macellari The development and test of a device for the reconstruction of 3-D position and orientation by means of a kinematic sensor assembly with rate gyroscopes and accelerometers IEEE Transactions on Biomedical Engineering 52 7 2005 1271 1277 (Pubitemid 40961377)
7. Hanson, M.A; Powell, H.C; Barth, A.T; Lach, J; Brandt-Pearce, M; 2009. Neural network gait classification for on-body inertial sensors. In: Sixth International Workshop on Wearable and Implantable Body Sensor Networks, BSN 2009, pp. 181186.
8. C.A. Holt, N.J. Hayes, R.W.M. van Deursen, and P.O. OCallaghan Three-dimensional analysis of the tibiofemoral joint using external marker clusters and the JCS approach - comparison of normal and osteoarthritic knee function Computer Methods in Biomechanics and Biomedical Engineering 2000 3 Gordon and Breach, London
9. A.R. Ismail, and S.S. Asfour Discrete wavelet transform: a tool in smoothing kinematic data Journal of Biomechanics 32 1999 317 321 (Pubitemid 29125456)
10. J.M. Jasiewicz, J.H. Allum, J.W. Middleton, A. Barriskill, and P. Condie Gait event detection using linear accelerometers or angular velocity transducers in able-bodied and spinal-cord injured individuals Gait & Posture 24 4 2006 502 509 (Pubitemid 44636246)
11. L. Jonesa, M. Beynonb, C. Holta, and S. Royc An application of the DempsterShafer theory of evidence to the classification of knee function and detection of improvement due to total knee replacement surgery Journal of Biomechanics 39 2006 2512 2520
12. I.A. Karaulovaa, P.M. Hallb, and A.D. Marshall Tracking people in three dimensions using a hierarchical model of dynamics Image and Vision Computing 20 2002 91 700
13. J.J. Kavanagh, and H.B. Menz Accelerometry: a technique for quantifying movement patterns during walking Gait & Posture 28 2008 1 15 (Pubitemid 351718364)
14. Kohle, M; Merkl, D; 2000. Analyzing human gait patterns for malfunction detection. In: Proceedings of the ACM Symposium on Applied Computing 1. Como, Italy, pp. 4145.
15. D.T.H. Lai, P. Levinger, R.K. Begg, W.L. Gilleard, and M. Palaniswami Automatic recognition of gait patterns exhibiting patellofemoral pain syndrome using a support vector machine approach IEEE Transactions on Information Technology in Biomedicine 13 5 2009 810 817
16. Hong-Yin Lau, Kai-Yu Tong, and Hailong Zhu Support vector machine for classification of walking conditions using miniature kinematic sensors Medical and Biological Engineering and Computing 46 2008 563 573
17. H.J. Luinge, and P.H. Veltink Measuring orientation of human body segments using miniature gyroscopes and accelerometers Medical and Biological Engineering and Computing 43 2 2005 273 282 (Pubitemid 40613858)
18. R.E. Mayagoitaia, A.V. Nene, and P.H. Veltink Accelerometer and rate gyroscope measurement of kinematics: an inexpensive alternative to optimal motion analysis systems Biomechanics 35 4 2002 537 542 (Pubitemid 34273648)
19. N. Mezghani, S. Husse, K. Boivin, K. Turcot, R. Aissaoui, N. Hagemeister, and J. de Guise Automatic classification of asymptomatic and osteoarthritis knee gait patterns using kinematic data features and the nearest neighbor classifier IEEE Transactions on Biomedical Engineering 55 3 March 2008 1230 1232 (Pubitemid 351301208)
20. M.J. OMalley, M.F. Abel, D.L. Damiano, and C.L. Vaughan Fuzzy clustering of children with cerebral palsy based on temporal-distance gait parameters IEEE Transactions on Neural Systems and Rehabilitation Engineering 5 1997 300 309 (Pubitemid 28015660)
21. I.P.I. Pappas, M.R. Popovic, T. Keller, V. Dietz, and M. Morari A reliable gait phase detection system IEEE Transactions on Neural Systems and Rehabilitation Engineering 9 2 2001 113 125 (Pubitemid 33035525)
22. J. Parkka, M. Ermes, P. Korpipaa, J. Mantyjarvi, J. Peltola, and I. Korhonen Activity classification using realistic data from wearable sensors IEEE Transactions on Information Technology in Biomedicine 10 1 2006 119 128 (Pubitemid 43092325)
23. J. Perry Gait Analysis: Normal and Pathological Function 1992 SLACK Inc. Thorofare, NJ pp. 1115
24. A. Salarian, H. Russmann, F.J.G. Vingerhoets, P.R. Burkhard, and K. Aminian Ambulatory monitoring of physical activities in patients with Parkinsons disease IEEE Transactions on Biomedical Engineering 54 12 2007 2296 2299 (Pubitemid 350157782)
25. T. Sarkodie-Gyan, Huiying Yu, Murad Alaqtash, A. Abdelgawad, E. Spier, and R. Brower Measurement of functional impairments in human locomotion using pattern analysis Measurement 44 2011 181 191
26. R.W. Selles, M.A.G. Formanoy, J.B.J. Bussmann, P.J. Janssens, and H.J. Stam Automated estimation of initial and terminal contact timing using accelerometers; development and validation in transtibial amputees and controls IEEE Transactions on Neural Systems and Rehabilitation Engineering 13 1 2005 81 88 (Pubitemid 40469225)
27. S.R. Simon Quantification of human motion: gait analysis - benefits and limitations to its application to clinical problems Journal of Biomechanics 37 12 2004 1869 1880 (Pubitemid 39440499)
28. T. Takahashi, K. Ishida, D. Hirose, Y. Nagano, K. Okumiya, M. Nishinaga, Y. Doi, and H. Yamamoto Vertical ground reaction force shapes is associated with gait parameters, timed up and go, and functional reach in elderly females Journal of Rehabilitation Medicine 36 2004 42 45 (Pubitemid 38268230)
29. Ryo Takeda, Shigeru Tadano, Masahiro Todoh, Manabu Morikawa, Minoru Nakayasu, and Satoshi Yoshinari Gait analysis using gravitational acceleration measured by wearable sensors Journal of Biomechanics 42 2009 223 233
30. T. Tan, L. Guan, and J. Burne A real-time image analysis system for computer-assisted diagnosis of neurological disorders Real-time Imaging 5 4 1999 253 269
31. L. Tao, I. Yoshio, S. Kyoko, and K. Haruhiko Development of a wearable sensor system for quantitative gait analysis Measurement 42 7 2009 978 988
32. D.A. Winter Biomechanics and Motor Control of Human Movement fourth ed. 2009 John Wiley & sons Hoboken, New Jersey
33. Huiying Yu, Murad Alaqtash, Eric Spier, and T. Sarkodie-Gyan Analysis of muscle activity during gait cycle using fuzzy rule-based reasoning Measurement 9 43 2010 1106 1114