When human walking becomes random walking: fractal analysis and modeling of gait rhythm fluctuations
Abstract
We present a random walk, fractal analysis of the stride-to-stride fluctuations in the human gait rhythm. The gait of healthy young adults is scale-free with long-range correlations extending over hundreds of strides. This fractal scaling changes characteristically with maturation in children and older adults and becomes almost completely uncorrelated with certain neurologic diseases. Stochastic modeling of the gait rhythm dynamics, based on transitions between different âneural centersâ, reproduces distinctive statistical properties of the gait pattern. By tuning one model parameter, the hopping (transition) range, the model can describe alterations in gait dynamics from childhood to adulthood - including a decrease in the correlation and volatility exponents with maturation.
- Publication:
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Physica A Statistical Mechanics and its Applications
- Pub Date:
- December 2001
- DOI:
- Bibcode:
- 2001PhyA..302..138H