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Computer Methods in Biomechanics and Biomedical Engineering Volume 21, 2018 - Issue 11
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Articles

Gait variability analysis through phase portrait estimated from the Hilbert transform

Gustavo Souto de Sá e SouzaBioengineering and Biomechanics Laboratory, Universidade Federal de Goiás, Goiânia, Brazil; Correspondence[email protected]
ORCID Iconhttp://orcid.org/0000-0002-2256-6684
ORCID Icon,
Adriano O. AndradeCentre for Innovation and Technology Assessment in Health, Faculty of Electrical Engineering, Federal University of Uberlândia, Uberlândia, BrazilORCID Iconhttp://orcid.org/0000-0002-5689-6606
ORCID Icon &
Marcus Fraga VieiraBioengineering and Biomechanics Laboratory, Universidade Federal de Goiás, Goiânia, Brazil; ;Centre for Innovation and Technology Assessment in Health, Faculty of Electrical Engineering, Federal University of Uberlândia, Uberlândia, BrazilORCID Iconhttp://orcid.org/0000-0001-9096-1603
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Pages 645-653 | Received 10 Apr 2018, Accepted 21 Jul 2018, Published online: 27 Oct 2018

References

  • Andrade AO, Kyberd P, Nasuto SJ. 2008. The application of the Hilbert spectrum to the analysis of electromyographic signals. Inf Sci (Ny). 178:2176–2193.
  • Ayache SS, Al-ani T, Farhat WH, Zouari HG, Créange A, Lefaucheur JP. 2015. Analysis of tremor in multiple sclerosis using Hilbert-Huang Transform. Neurophysiol Clin. 45:475–484.
  • Callisaya ML, Blizzard L, Schmidt MD, McGinley JL, Srikanth VK. 2010. Ageing and gait variability-a population-based study of older people. Age Ageing. 39:191–197.
  • de Lima ER, Andrade AO, Pons JL, Kyberd P, Nasuto SJ. 2006. Empirical mode decomposition: a novel technique for the study of tremor time series. Med Biol Eng Comput [Internet]. 44:569–82.
  • Dingwell JB, Cusumano JP, Cavanagh PR, Sternad D. 2001. Local dynamic stability versus kinematic variability of continuous overground and treadmill walking. J Biomech Eng. 123:27.
  • Dingwell JB, Marin LC. 2006. Kinematic variability and local dynamic stability of upper body motions when walking at different speeds. J Biomech. 39:444–452.
  • Ellis RJ, Ng YS, Zhu S, Tan DM, Anderson B, Schlaug G, Wang Y. 2015. A validated smartphone-based assessment of gait and gait variability in Parkinson’s disease. PLoS ONE. 10(10): e0141694. https://doi.org/10.1371/journal.pone. 0141694
  • Hamill J, Van Emmerik REA, Heiderscheit BC, Li L. 1999. A dynamical systems approach to lower extremity running injuries. Clin Biomech. 14:297–308.
  • Harbourne RT, Stergiou N. 2009. Movement Variability and the Use of Nonlinear Tools: Principles to Guide Physical Therapist Practice. Phys Ther. 89:267–282.
  • Hausdorff JM, Rios DA, Edelberg HK. 2001. Gait variability and fall risk in community-living older adults: A 1-year prospective study. Arch Phys Med Rehabil. 82:1050–1056.
  • Herbst CT, Herzel H, Svec JG, Wyman MT, Fitch WT. 2013. Visualization of system dynamics using phasegrams. J R Soc Interface. 10:20130288.
  • Huang N, Shen Z, Long S, Wu M, Shih H, Zheng Q, Yen N, Tung C, Liu H. 1998. The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis. Proc R Soc A Math Phys Eng Sci. 454:995, 903.
  • Kang HG, Dingwell JB. 2008. Effects of walking speed, strength and range of motion on gait stability in healthy older adults. J Biomech. 41:2899–2905.
  • Kesar TM, Perumal R, Jancosko A, Reisman DS, Rudolph KS, Higginson JS, Binder-Macleod SA. 2010. Novel patterns of functional electrical stimulation have an immediate effect on dorsiflexor muscle function during gait for people poststroke. PhysTher. 90:55–66.
  • Krasovsky T, Lamontagne A, Feldman AG, Levin MF. 2014. Effects of walking speed on gait stability and interlimb coordination in younger and older adults. Gait Posture. 39:378–85.
  • Liao W, Chen H, Pan Z. 2010. Hilbert phase entropy imaging of fMRI time series. Comput Methods Biomech Biomed Engin. 13:121–133.
  • Luo H, Fang X, Ertas B. 2009. Hilbert Transform and Its Engineering Applications. AIAA J. 47:923–932.
  • Prince F, Winter D, Stergiou P, Walt S. 1994. Anticipatory control of upper body balance during human locomotion. Gait Posture. 2:19–25.
  • van Schooten KS, Sloot LH, Bruijn SM, Kingma H, Meijer OG, Pijnappels M, Van Dieën JH. 2011. Sensitivity of trunk variability and stability measures to balance impairments induced by galvanic vestibular stimulation during gait. Gait Posture. 33:656–660.
  • Souza GS de S e, Rodrigues FB, Andrade AO, Vieira MF. 2017. A simple, reliable method to determine the mean gait speed using heel markers on a treadmill. Comput Methods Biomech Biomed Engin. 20:901–904.
  • The Mathworks Inc. 2016. MATLAB - MathWorks. www.mathworks.com/products/matlab [Internet]. Available from: http://www.mathworks.com/products/matlab/
  • Toebes MJP, Hoozemans MJM, Furrer R, Dekker J, Van Dieën JH. 2015. Associations between measures of gait stability, leg strength and fear of falling. Gait Posture. 41:76–80.
  • Trusiak M, Patorski K. 2013. Optical fringe pattern processing using empirical mode decomposition based algorithms. In: 2013 Conf Lasers Electro-Optics Eur Int Quantum Electron Conf CLEO/Europe-IQEC 2013. [place unknown].
  • Vieira MF, Rodrigues FB, de Sá e Souza GS, Magnani RM, Lehnen GC, Andrade AO. 2017. Linear and nonlinear gait features in older adults walking on inclined surfaces at different speeds. Ann Biomed Eng. 45:1560–1571.
  • Villarreal DJ, Poonawala HA, Gregg RD. 2017. A robust parameterization of human gait patterns across phase-shifting perturbations. IEEE Trans Neural Syst Rehabil Eng. 25:265–278.
  • Zeni JA, Richards JG, Higginson JS. 2008. Two simple methods for determining gait events during treadmill and overground walking using kinematic data. Gait Posture. 27:710–714.

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