A stochastic model of human gait dynamics

被引:135
作者
Ashkenazy, Y
Hausdorff, JA
Ivanov, PC
Stanley, HE
机构
[1] Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
[2] Boston Univ, Dept Phys, Boston, MA 02215 USA
[3] Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Boston, MA 02215 USA
基金
美国国家卫生研究院;
关键词
human gait dynamics; scaling; multifractals; volatility correlations; stochastic modeling; maturation;
D O I
10.1016/S0378-4371(02)01453-X
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We present a stochastic model of gait rhythm dynamics, based on transitions between different "neural centers", that reproduces distinctive statistical properties of normal human walking. By tuning one model parameter, the transition (hopping) range, the model can describe alterations in gait dynamics from childhood to adulthood-including a decrease in the correlation and volatility exponents with maturation. The model also generates time series with multifractal spectra whose broadness depends only on this parameter. Moreover, we find that the volatility exponent increases monotonically as a function of the width of the multifractal spectrum, suggesting the possibility of a change in multifractality with maturation. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:662 / 670
页数:9
相关论文
共 24 条
  • [1] CHARACTERIZING LONG-RANGE CORRELATIONS IN DNA-SEQUENCES FROM WAVELET ANALYSIS
    ARNEODO, A
    BACRY, E
    GRAVES, PV
    MUZY, JF
    [J]. PHYSICAL REVIEW LETTERS, 1995, 74 (16) : 3293 - 3296
  • [2] Random cascades on wavelet dyadic trees
    Arneodo, A
    Bacry, E
    Muzy, JF
    [J]. JOURNAL OF MATHEMATICAL PHYSICS, 1998, 39 (08) : 4142 - 4164
  • [3] Magnitude and sign correlations in heartbeat fluctuations
    Ashkenazy, Y
    Ivanov, PC
    Havlin, S
    Peng, CK
    Goldberger, AL
    Stanley, HE
    [J]. PHYSICAL REVIEW LETTERS, 2001, 86 (09) : 1900 - 1903
  • [4] ASHKENAZY Y, 2001, CONDMAT0111396
  • [5] Long memory processes (1/f(alpha) type) in human coordination
    Chen, YQ
    Ding, MZ
    Kelso, JAS
    [J]. PHYSICAL REVIEW LETTERS, 1997, 79 (22) : 4501 - 4504
  • [6] HEXAPODAL GAITS AND COUPLED NONLINEAR OSCILLATOR MODELS
    COLLINS, JJ
    STEWART, I
    [J]. BIOLOGICAL CYBERNETICS, 1993, 68 (04) : 287 - 298
  • [7] RANDOM WALKING DURING QUIET STANDING
    COLLINS, JJ
    DE LUCA, CJ
    [J]. PHYSICAL REVIEW LETTERS, 1994, 73 (05) : 764 - 767
  • [8] Daubechies I., 1993, Ten Lectures of Wavelets, V28, P350
  • [9] Symmetry in locomotor central pattern generators and animal gaits
    Golubitsky, M
    Stewart, I
    Buono, PL
    Collins, JJ
    [J]. NATURE, 1999, 401 (6754) : 693 - 695
  • [10] Fractal dynamics of human gait: Stability of long-range correlations in stride interval fluctuations
    Hausdorff, JM
    Purdon, PL
    Peng, CK
    Ladin, Z
    Wei, JY
    Goldberger, AL
    [J]. JOURNAL OF APPLIED PHYSIOLOGY, 1996, 80 (05) : 1448 - 1457