An application of principal component analysis for lower body kinematics between loaded and unloaded walking

Journal of Biomechanics

Volumn 42, Issue 14, 2009, Pages 2226-2230

  Lee, Minhyung ^a   Roan, Michael ^a   Smith, Benjamin ^a  

^a Virginia Polytechnic Institute and State University   (United States)

Author keywords

BMI; External loads; Gait analysis; Principal component analysis (PCA)

Indexed keywords

ANKLE ANGLE; BMI; BODY MASS; DAILY ACTIVITY; EXTERNAL LOADS; FIRST PRINCIPAL COMPONENTS; GAIT PATTERN; JOINT ANGLE; LOAD CARRIAGE; LOADING CONDITION; LOWER BODY; MOTION CAPTURE DATA; PRINCIPAL COMPONENT ANALYSIS (PCA);

GAIT ANALYSIS;

PRINCIPAL COMPONENT ANALYSIS;

ADULT; ARTICLE; BIOMECHANICS; BODY MASS; CONTROLLED STUDY; FEMALE; GAIT; HUMAN; HUMAN EXPERIMENT; JOINT FUNCTION; LOAD CARRYING CAPACITY; MALE; OBESITY; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS; RANGE OF MOTION; WALKING; WEIGHT BEARING;

ANKLE JOINT; DATA INTERPRETATION, STATISTICAL; FEMALE; GAIT; HIP JOINT; HUMANS; KNEE JOINT; MALE; PRINCIPAL COMPONENT ANALYSIS; RANGE OF MOTION, ARTICULAR; WALKING; WEIGHT-BEARING; YOUNG ADULT;

EID: 70349451975     PISSN: 00219290     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbiomech.2009.06.052     Document Type: Article

References (30)

1. Chow D.H.K., Kwok M.L.Y., Au-Yang A.C.K., Holmes A.D., Cheng J.C.Y., Yao F.Y.D., and Wong M.S. The effect of backpack load on the gait of normal adolescent girls. Ergonomics 48 6 (2005) 642-656
2. Daffertshofer A., Lamoth C.J.C., Meijer O.G., and Beek P.J. PCA in studying coordination and variability: a tutorial. Clinical Biomechanics 19 (2004) 415-428
3. Deluzio K.J., Wyss U.P., Zee B., Costigan P.A., and Sorbie C. Principal component models knee kinematics and kinetics: normal vs. pathological gait patterns. Human Movement Science 16 (1997) 201-217
4. Deluzio K.J., Wyss U.P., Costigan P.A., Sorbie C., and Zee B. Gait assessment in unicompartmental knee arthroplasty patients: principal component modeling of gait waveforms and clinical status. Human Movement Science 18 (1999) 701-711
5. Deluzio K.J., and Astephen J.L. Biomechanical features of gait waveform data associated with knee osteoarthritis: an application of principal component analysis. Gait & Posture 25 (2007) 86-93
6. England S.A., and Granata K.P. The influence of gait speed on local dynamic stability of walking. Gait & Posture 25 (2007) 172-178
7. Griffin T.M., Roberts T.J., and Kram R. Metabolic cost of generating muscular force in human walking: insights from load-carrying and speed experiments. Journal of Applied Physiology 95 (2002) 172-183
8. Harman E., Han K.H., Frykman P., Johnson M., Russell F., and Rosenstein M. The effects on gait timing, kinetics, and muscle activity of various loads carried on the back. Medicine & Science in Sports & Exercise 24 (1992) S129
9. Harman, E., Han, K.H., Frykman, P., Pandorf, C., 2000. The effects of backpack weight on the biomechanics of load carriage. US Army Research Institute of Environmental Medicine Military Performance Division Technical Report T-00-17, Natick, MA.
10. Hills A.P., and Parker A.W. Gait characteristics of obese children. Archives of Physical Medicine and Rehabilitation 72 (1991) 403-407
11. Hong Y., and Brueggemann G.P. Changes in gait patterns in 10-year-old boys with increasing loads when walking on a treadmill. Gait & posture 11 (2000) 254-259
12. Hsiang S.M., and Chang C. The effect of gait speed and load carrying on the reliability of ground reaction forces. Safety Science 40 (2002) 639-657
13. Jolliffe I.T. Principal Component Analysis. 2nd Ed (2002), Springer, New York
14. Kim S., Lockhart T., and Yoon H.Y. Relationship between age-related gait adaptations and required coefficient of friction. Safety Science 43 (2003) 425-436
15. Kinoshita H. Effects of different loads and carrying systems on selected biomechanical parameters describing walking gait. Ergonomics 28 9 (1985) 1347-1362
16. LaFiandra, M., Wagenaar, R.C., Holt, K.G., Obusek, J.P., 2003. How do load carriage and walking speed influence trunk coordination and stride parameters?. Journal of Biomechanics 36 (1), 87-95.
17. Landry, S.C., McKean, K.A., Hubley-Kozey, C.L., Stanish, W.D., Deluzio, K.J., 2007. Knee biomechanics of moderate OA patients measured during gait at a self-selected and fast walking speed. Journal of Biomechanics 40 (8), 1754-1761.
18. McGraw B., McClenaghan B.A., Williams H.G., Dickerson J., and Ward D.S. Gait and posture stability in obese and nonobese prepubertal boys. Archives of Physical Medicine and Rehabilitation 81 (2000) 484-489
19. Messier S.P. Osteoarthritis of the knee and associated factors of age and obesity: effects on gait. Medicine and Science in Sports and Exercise 26 (1994) 1446-1452
20. Messier S.P., Ettinger W.H., Doyle T.E., Morgan T., James K.K., O'toll M.L., and Burns R. Obesity: effects on gait in an osteoarthritic population. Journal of applied Biomechanics 12 (1996) 161-172
21. Meyer-Baese, A., 2000. Medical Image Compression by Neural-Gas Network and Principal Component Analysis. IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00), volume 5, p. 5489.
22. Mickelborough J., van der Linden M.L., Richards J., and Ennos A.R. Validity and reliability of a kinematic protocol for determining foot contact events. Gait & Posture 11 (2000) 32-37
23. Olney S.J., Griffin M.P., and McBride I.D. Multivariate examination of data from gait analysis of persons with stroke. Physical Therapy 78 8 (1998) 814-828
24. Oravec M., and Pavlovicova J. Face recognition methods based on principal component analysis and feedforward neural networks. Neural Network, IEEE Proceedings 40 (2004) 437-441
25. Ramanthan N.L., Datta S.R., and Gupta M.N. Biomechanics of various modes of load transport on level ground. Indian Journal of Medical Research 60 (1972) 1702-1710
26. Sadeghi H., Allard P., and Duhaime M. Functional gait asymmetry in able-bodied subjects. Human Movement Science 16 (1997) 243-258
27. Sadeghi H., Prince F., Sadeghi S., and Labelle H. Principal component analysis of the power developed in the flexion/extension muscles of the hip in able-bodied gait. Medical Engineering and Physics 22 (2000) 703-710
28. Sadeghi H., Allard P., Barbier S., Sadeghi S., Hinse S., Perrault R., and Labelle H. Main functional roles of knee flexors/extensors in able-bodied gait using principal component analysis (I). Knee 9 (2002) 47-53
29. Strathy G.M., Chao E.Y., and Laughman R.K. Changes in knee function associated with treadmill ambulation. Journal of Biomechanics 16 (1983) 517-522
30. Wrigley A.T., Albert W.J., Deluzio K.J., and Stevenson J.M. Principal component analysis of lifting waveforms. Clinical Biomechanics 21 (2006) 567-578