When human walking becomes random walking: fractal analysis and modeling of gait rhythm fluctuations

被引:174
作者
Hausdorff, JM [1 ]
Ashkenazy, Y
Peng, CK
Ivanov, PC
Stanley, HE
Goldberger, AL
机构
[1] Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Boston, MA 02215 USA
[2] Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
[3] Boston Univ, Dept Phys, Boston, MA 02215 USA
关键词
stochastic processes; gait; aging; nonlinear dynamics;
D O I
10.1016/S0378-4371(01)00460-5
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
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 "neural centers", 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. (C) 2001 Published by Elsevier Science B.V.
引用
收藏
页码:138 / 147
页数:10
相关论文
共 22 条
[1]   Magnitude and sign correlations in heartbeat fluctuations [J].
Ashkenazy, Y ;
Ivanov, PC ;
Havlin, S ;
Peng, CK ;
Goldberger, AL ;
Stanley, HE .
PHYSICAL REVIEW LETTERS, 2001, 86 (09) :1900-1903
[2]  
ASHKENAZY Y, CONDMAT0103119
[3]  
BASSINGTHWAIGHT.JB, 1994, FRACTAL PHYSL
[4]  
BELAIR J, 1995, DYNAMICAL DIS MATH A
[5]   Long memory processes (1/f(alpha) type) in human coordination [J].
Chen, YQ ;
Ding, MZ ;
Kelso, JAS .
PHYSICAL REVIEW LETTERS, 1997, 79 (22) :4501-4504
[6]   HEXAPODAL GAITS AND COUPLED NONLINEAR OSCILLATOR MODELS [J].
COLLINS, JJ ;
STEWART, I .
BIOLOGICAL CYBERNETICS, 1993, 68 (04) :287-298
[7]  
Feder J., 1988, FRACTALS
[8]   PhysioBank, PhysioToolkit, and PhysioNet - Components of a new research resource for complex physiologic signals [J].
Goldberger, AL ;
Amaral, LAN ;
Glass, L ;
Hausdorff, JM ;
Ivanov, PC ;
Mark, RG ;
Mietus, JE ;
Moody, GB ;
Peng, CK ;
Stanley, HE .
CIRCULATION, 2000, 101 (23) :E215-E220
[9]   Symmetry in locomotor central pattern generators and animal gaits [J].
Golubitsky, M ;
Stewart, I ;
Buono, PL ;
Collins, JJ .
NATURE, 1999, 401 (6754) :693-695
[10]   Fractal dynamics of human gait: Stability of long-range correlations in stride interval fluctuations [J].
Hausdorff, JM ;
Purdon, PL ;
Peng, CK ;
Ladin, Z ;
Wei, JY ;
Goldberger, AL .
JOURNAL OF APPLIED PHYSIOLOGY, 1996, 80 (05) :1448-1457