Assessment of human locomotion by using an insole measurement system and artificial neural networks

Journal of Biomechanics

Volumn 38, Issue 11, 2005, Pages 2276-2287

  Zhang, Kuan ^a,b   Sun, Ming ^c   Lester, D Kevin ^c   Pi Sunyer, F Xavier ^a,b   Boozer, Carol N ^a,b   Longman, Richard W ^d  

^a ST LUKE S ROOSEVELT HOSPITAL CENTER   (United States)

^b Columbia University College of Physicians and Surgeons ^*  (United States)

^c MiniSun LLC   (United States)

^d Columbia University ^*  (United States)

Author keywords

Artificial neural networks; Gait; Ground reaction force; Insole; Locomotion; Mechanical work

Indexed keywords

BIPED LOCOMOTION; GAIT ANALYSIS; INFORMATION ANALYSIS; NATURAL FREQUENCIES; PORTABLE EQUIPMENT;

FOOT-GROUND CONTACT INFORMATION; FREE-LIVING HUMAN LOCOMOTION; GROUND REACTION FORCE; INSOLE; MECHANICAL WORK;

NEURAL NETWORKS;

ACCURACY; ADOLESCENT; ADULT; AGED; ARTICLE; ARTIFICIAL NEURAL NETWORK; CONTROLLED STUDY; CORRELATION ANALYSIS; DEVICE; FEMALE; HUMAN; LOCOMOTION; MALE; MEASUREMENT; NORMAL HUMAN; PRIORITY JOURNAL; RUNNING; TECHNIQUE; WALKING;

ADOLESCENT; ADULT; AGED; BIOMECHANICS; EQUIPMENT DESIGN; FEMALE; FOOT; HUMANS; LOCOMOTION; MALE; MIDDLE AGED; MODELS, BIOLOGICAL; NEURAL NETWORKS (COMPUTER); RUNNING; WALKING;

EID: 24644475771     PISSN: 00219290     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbiomech.2004.07.036     Document Type: Article

References (58)

1. K. Aminian, P. Robert, E. Jequier, and Y. Schutz Incline, speed and distance assessment during unconstrained walking Medicine & Science in Sports & Exercise 27 2 1995 226 234
2. T.P. Andriacchi, J.A. Ogle, and J.O. Galante Walking speed as a basis for normal and abnormal gait measurements Journal of Biomechanics 10 1977 261 268
3. A. Arampatzis, A. Knicker, V. Metzler, and G.P. Bruggemann Mechanical power in running a comparison of different approaches Journal of Biomechanics 33 2000 457 463
4. E.J. Bassey, H.M. Dallosso, P.H. Fentem, J.M. Irving, and J.M. Patrick Validation of a simple estimation of walking activity European Journal of Applied Physiology 56 1987 323 330
5. A. Bertani, A. Cappello, M.G. Benedetti, L. Simoncini, and F. Catani Flat foot functional evaluation using patter recognition of ground reaction data Clinical Biomechanics 14 1999 484 493
6. C.V. Bouten, K.R. Westerterp, M. Verduin, and J.D. Janssen Assessment of energy expenditure for physical activity using a triaxial accelerometer Medicine & Science in Sports & Exercise 26 12 1994 1516 1523
7. L.E. Bratteby, B. Sandhagen, H. Fan, H. Enghardt, and G. Samuelson Total energy expenditure and physical activity as assessed by the doubly labeled water method in Swedish adolescents in whom energy American Journal of Clinical Nutrition 67 5 1998 905 911
8. G.A. Breit, and R.T. Whalen Prediction of human gait parameters from temporal measures of foot-ground contact Medicine & Science in Sports & Exercise 29 4 1997 540 547
9. G.A. Cavagna, and M. Kaneko Mechanical work and efficiency in level walking and running Journal of Physiology 268 2 1977 467 481
10. G.A. Cavagna, and R. Margaria Mechanics of walking Journal of Applied Physiology 1966;21 1 1966 271 278
11. G.A. Cavagna, F.P. Saibene, and R. Margaria External work in walking Journal of Applied Physiology 18 1 1963 1 90
12. G.A. Cavagna, F.P. Saibene, and R. Margaria Mechanical work in running Journal of Applied Physiology 19 2 1964 249 256
13. P.R. Cavanagh, and M.A. Lafortune Ground reaction forces in distance running Journal of Biomechanics 13 5 1980 397 406
14. G. Cheron, J.P. Draye, M. Bourgeios, and G. Libert A dynamic neural network identification of electromyographic and arm trajectory relationship during complex movements IEEE Transactions on Biomedical Engineering 43 5 1996 552 558
15. G. Cheron, F. Leurs, A. Bengoetxea, J.P. Draye, M. Destre′e, and B. Dan A dynamic recurrent neural network for multiple muscles electromyographic mapping to elevation angles of the lower limb in human locomotion Journal of Neuroscience Methods 129 2003 95 104
16. A. Crowe, P. Schiereck, R.W. de Boer, and W. Keessen Characterization of human gait by means of body center of mass oscillations derived from ground reaction forces IEEE Transactions on Biomedical Engineering 42 3 1995 293 303
17. A. Crowe, M.M. Samson, M.J. Hoitsma, and A.A. van Ginkel The influence of walking speed on parameters of gait symmetry determined from ground reaction forces Human Movement Science 15 1996 347 367
18. J.L. Dion, J.P. Foufllot, and A. Leblanc Ambulatory monitoring of walking using a thin capacitive force transducer F.D. Scott E.B. Raftery D.L. Clement S.L. Wright Proceedings of the fourth International Symposium on Ambulatory Monitoring and the Second Gent Workshop on Blood Pressure Variability 1982 Academic Press London 420 425
19. K. Doya Universality of fully connected recurrent neural networks. Technical Report 1993 University of California San Diego
20. P. Freychat, A. Belli, J.P. Carret, and J.R. Lacour Relationship between rearfoot and forefoot orientation and ground reaction force during running Medicine & Science in Sports & Exercise 28 1996 225 232
21. R. Gayle, H.J. Montoye, and J. Philpot Accuracy of pedometers for measuring distance walked Research Quarterly 48 3 1977 632 636
22. G. Giakas, and V. Baltzopoulos Time and frequency domain analysis of ground reaction forces during walking an investigation of variability and symmetry Gait & Posture 5 1997 189 197
23. G. Gioftsos, and D.W. Grieve The use of artificial neural networks to identify patirents with chronic low-back pain conditions from patterns of sit-to-stand manoeuvres Clinical Biomechanics 11 5 1996 275 280
24. M.I. Goran, and M. Sun Total energy expenditure and physical activity in prepubertal children recent advances based on the application of the doubly labeled water American Journal of Clinical Nutrition 68 4 1998 944S 949S
25. R. Grasso, L. Bianchi, and F. Lacquaniti Motor patterns for human gait backward versus forward locomotion Journal of Neurophysiology 80 1998 1868 1885
26. W.C. Hayes, J.D. Gran, M.L. Nagurka, J.M. Feldman, and C. Oatis Leg motion analysis during gait by multiaxial accelerometry theoretical foundations and preliminary validation Journal of Biomechanical Engineering 105 1983 283 289
27. S.H. Holzreitner, and M.E. Kohle Assessment of gait patterns using neural networks Journal of Biomechanics 26 1993 645 651
28. K. Hornik, M. Stinchcombe, and H. White Multilayer feedforward networks are universal approximators Neural Networks 2 1989 359 366
29. R.W. Hoyt, J.J. Knapik, J.F. Lanza, B.H. Jones, and J.S. Stab Ambulatory foot contact monitor to estimate metabolic cost of human locomotion Journal of Applied Physiology 76 1994 1818 1822
30. T.S. Keller, A.M. Weisberger, J.L. Ray, S.S. Hassan, R.G. Shiavi, and D.M. Spengler Relationship between vertical ground reaction force and speed during walking, slow jogging and running Clinical Biomechanics 11 5 1996 253 259
31. J.A. Kelso Dynamic Patterns The Self-Organization of Brain and Behavior 1995 MIT Press Cambridge p. 334
32. Y. Koike, and M. Kawato Estimation of arm posture in 3D-space from surface EMG signals using a neural network model IEICE Transactions on Information Systems E 77-D 1994 368 375
33. R. Kram, and C.R. Taylor Energetics of running a new perspective Nature 346 1990 265 267
34. W.R. Leonard, P.T. Katzmarzyk, M.A. Stephen, and A.G.P. Ross Comparison of the heart rate-monitoring and factorial method assessment of energy expenditure in highland and costal Ecuadoreans American Journal of Clinical Nutrition 61 5 1995 1146 1152
35. J. Levine, E.L. Melanson, K.R. Westerterp, and J.O. Hill Measurement of the components of nonexercise activity thermogenesis American Journal of Physiology - Endocrinology & Metabolism 281 4 2001 E670 E675
36. A. Luke, K.C. Maki, N. Barkey, R. Cooper, and D. McGee Simultaneous monitoring of heart rate and motion to assess energy expenditure Medicine & Science in Sports & Exercise 29 1997 144 148
37. C.E. Matthews, and P.S. Freedson Field trial of the three-dimensional activity monitor comparison with self report Medicine & Science in Sports & Exercise 27 1995 1071 1078
38. McMahon, T.A., Cheng, G.C., 1990. The mechanics of running: How does stiffness couple with speed?. Journal of Biomechanics 23 (Suppl) (l), 65-78.
39. T.A. McMahon, and P.R. Greene The influence of track compliance on running Journal of Biomechanics 12 1979 893 904
40. T.A. McMahon, G. Valiant, and E.C. Frederick Ground running Journal of Applied Physiology 62 1987 2326 2337
41. G.A. Meijer, K.R. Wsterterp, F.M. Verhoeven, H.B. Koper, and F. ten Hoor Methods to assess physical activity with special reference to motion sensors and accelerrometers IEEE Transactions on Biomedical Engineering 38 3 1991 221 229
42. C.F. Munro, D.I. Miller, and A.J. Fuglevand Ground reaction forces in running a re-examination Journal of Biomechanics 20 1987 147 155
43. M.A. Nussbaum, D.B. Chaffin, and B.J. Martin A backpropagation neural network model of lumbar muscle recruitment during moderate static exertions Journal of Biomechanics 28 1995 1015 1024
44. M.A. Nussbaum, B.J. Martin, and D.B Chaffin A neural network model for simulation of torso muscle coordination Journal of Biomechanics 3 30 1997 251 258
45. S.D. Prentice, A.E. Patla, and A.D. Stacey Modeling the time-keeping function of the central pattern generator for locomotion using artificial sequential neural network Medical and Biological Engineering and Computing 33 1995 317 322
46. H.H.C.M. Savelberg, and A.L.H. de Lange Assessment of the horizontal, fore-aft component of the ground reaction force from insole pressure patterns by using artificial neural networks Clinical Biomechanics 14 1999 585 592
47. Y. Schutz, and A. Chambaz Could a satellite-based navigation system (GPS) be used to assess the physical activity of individuals on earth? European Journal of Clinical Nutrition 51 1997 338 339
48. Y. Schutz, and R. Herren Assessment of speed of human loco-motion using a differential satellite global positioning system Medicine & Science in Sports & Exercise 32 2000 642 646
49. Y. Schutz, R.L. Weinsier, and G.R. Hunter Assessment of free-living physical activity. I. Humans an overview of currently available and proposed new measures Obesity Research 9 2001 368 379
50. F. Sepulveda, D.M. Wells, and C.L. Vaughan A neural network representation of electromyographic and joint dynamics in human gait Journal of Biomechanics 26 1993 101 109
51. S. Srinivasan, R.E. Gander, and H.C. Wood A movement pattern generator model using artificial neural networks IEEE Transactions on Biomedical Engineering 39 7 1992 716 722
52. F.C. Su, and W.L. Wu Design and testing of a genetic algorithm neural network in the assessment of gait patterns Medical Engineering & Physics 22 1 2000 67 74
53. P. Terrier, Q. Ladetto, B. Merminod, and Y. Schutz Measurement of the mechanical power of walking by satellite positioning system (GPS) Medicine & Science in Sports & Exercise 33 11 2001 1912 1918
54. R. Washburn, M.K. Chin, and H.J. Montoye Accuracy of pedometer in walking and running Research Quarterly for Exercise & Sport 51 1980 695 702
55. K.R. Williams, and P.R. Cavanagh A model for the calculation of mechanical power during distance running Journal of Biomechanics 16 1983 115 128
56. D.A. Winter Calculation and interpretation of mechanical energy of movement Exercise & Sport Sciences Reviews 6 1978 183 201
57. D.A. Winter Biomechanics and Motor Control of Human Movement 1990 Wiley New York
58. K. Zhang, M. Sun, P. Werner, A.J. Kovera, J. Albu, F.X. Pi-Sunyer, and C.N. Boozer Sleeping metabolic rate in relation to body mass index and body composition International Journal of Obesity 3 2002 376 383