Changes of human movement complexity during maturation: quantitative assessment using multiscale entropy

被引:19
作者
Bisi, M. C. [1 ]
Stagni, R. [1 ]
机构
[1] Univ Bologna, Dept Elect Elect & Informat Engn Guglielmo Marcon, Bologna, Italy
关键词
Multiscale entropy; sample entropy; complexity of movement; motor control maturation; HUMAN GAIT; POSTURAL CONTROL; VARIABILITY; WALKING; DYNAMICS; HEIGHT;
D O I
10.1080/10255842.2018.1448392
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Movement complexity can be defined as the capability of using different strategies to accomplish a specific task and is expected to increase with maturation, reaching its highest level in adulthood.Multiscale Entropy (MSE) has been proposed to estimate complexity on different kinematic signals, at different time scales. When applied on trunk acceleration data during natural walking (NW) at different ages, MSE decreased from childhood to adulthood, apparently contradicting the premises. On the contrary, authors hypothesised that this decrease was dependent on the specific task analysed and resulted from the concurrent increase in gait automaticity.This work aims to test this hypothesis, applying MSE on a non-paradigmatic task (tandem walking, TW), in order to exclude aspects related to automaticity.MSE was estimated on trunk acceleration data, collected on children, adolescents, and young adults during TW and NW. As hypothesized, MSE increased significantly with age in TW and decreased in NW on the sagittal plane. Assuming the development of complexity in TW as reference, MSE in NW showed a reduction to half of the complexity of TW with maturation on the sagittal plane. These results indicate MSE as sensitive to differences in performance due to maturation and to expected changes in complexity related to the specific performed task.
引用
收藏
页码:325 / 331
页数:7
相关论文
共 30 条
  • [1] Spatio-temporal parameters of gait measured by an ambulatory system using miniature gyroscopes
    Aminian, K
    Najafi, B
    Büla, C
    Leyvraz, PF
    Robert, P
    [J]. JOURNAL OF BIOMECHANICS, 2002, 35 (05) : 689 - 699
  • [2] [Anonymous], 2015, HDB INTRAINDIVIDUAL
  • [3] THE FREQUENCY CONTENT OF GAIT
    ANTONSSON, EK
    MANN, RW
    [J]. JOURNAL OF BIOMECHANICS, 1985, 18 (01) : 39 - 47
  • [4] Complexity of human gait pattern at different ages assessed using multiscale entropy: From development to decline
    Bisi, M. C.
    Stagni, R.
    [J]. GAIT & POSTURE, 2016, 47 : 37 - 42
  • [5] Development of gait motor control: what happens after a sudden increase in height during adolescence?
    Bisi, Maria Cristina
    Stagni, Rita
    [J]. BIOMEDICAL ENGINEERING ONLINE, 2016, 15
  • [6] Measures of gait stability: performance on adults and toddlers at the beginning of independent walking
    Bisi, Maria Cristina
    Riva, Federico
    Stagni, Rita
    [J]. JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2014, 11
  • [7] Multiscale and Shannon entropies during gait as fall risk predictors-A prospective study
    Bizovska, Lucia
    Svoboda, Zdenek
    Vuillerme, Nicolas
    Janura, Miroslav
    [J]. GAIT & POSTURE, 2017, 52 : 5 - 10
  • [8] Assessing the stability of human locomotion: a review of current measures
    Bruijn, S. M.
    Meijer, O. G.
    Beek, P. J.
    van Dieen, J. H.
    [J]. JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2013, 10 (83)
  • [9] Italian cross-sectional growth charts for height, weight and BMI (2 to 20 yr)
    Cacciari, E.
    Milani, S.
    Balsamo, A.
    Spada, E.
    Bona, G.
    Cavallo, L.
    Cerutti, F.
    Gargantini, L.
    Greggio, N.
    Tonini, G.
    Cicognani, A.
    [J]. JOURNAL OF ENDOCRINOLOGICAL INVESTIGATION, 2006, 29 (07) : 581 - 593
  • [10] Multiscale entropy analysis of human gait dynamics
    Costa, M
    Peng, CK
    Goldberger, AL
    Hausdorff, JM
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2003, 330 (1-2) : 53 - 60