Recurrence Quantification Analysis of Center of Pressure Trajectories for Balance and Fall-Risk Assessment in Young and Older Adults

被引:0
作者
Fernandez-Cervantes, Emiliano [1 ,2 ]
Montesinos, Luis [1 ,3 ]
Gonzalez-Nucamendi, Andres [1 ]
Pecchia, Leandro [4 ,5 ]
机构
[1] Tecnol Monterrey, Sch Engn & Sci, Mexico City 14380, Mexico
[2] PPD Inc, Mexico City 03100, Mexico
[3] Tecnol Monterrey, Inst Adv Mat Sustainable Mfg, Mexico City 14380, Mexico
[4] Univ Warwick, Sch Engn, Coventry CV4 7AL, England
[5] Univ Campus Biomed Roma, Dipartimento Ingn, I-00128 Rome, Italy
关键词
Older adults; Particle measurements; Atmospheric measurements; Trajectory; History; Urban areas; Testing; Recurrence quantification analysis; balance control; fall risk; center of pressure; posturography; DYNAMICAL STRUCTURE; POSTURAL CONTROL; TIME-SERIES; SWAY; PLOTS; NEED;
D O I
10.1109/TNSRE.2023.3236454
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The prevalence and impact of balance impairments and falls in older adults have motivated several studies on the characterization of human balance. This study aimed to determine the ability of recurrence quantification analysis (RQA) measures to characterize balance control during quiet standing in young and older adults and to discriminate between different fall risk groups. We analyze center pressure trajectories in the medial-lateral and anterior-posterior directions from a publicly available static posturography dataset that contains tests acquired under four vision-surface testing conditions. Participants were retrospectively classified as young adults (age< 60, n=85), non-fallers (ag =60, falls=0, n=56), and fallers (age =60, falls =1, n=18). Mixed ANOVA and post hoc analyzes were performed to test for differences between groups. For CoP fluctuations in the anterior-posterior direction, all RQA measures showed significantly higher values for young than older adults when standing on a compliant surface, indicating less predictable and stable balance control among seniors under testing conditions where sensory information is restricted or altered. However, no significant differences between non-fallers and fallers were observed. These results support the use of RQA to characterize balance control in young and old adults, but not to discriminate between different fall risk groups.
引用
收藏
页码:926 / 935
页数:10
相关论文
共 43 条
[1]  
[Anonymous], 2021, FALLS
[2]  
Choy NL, 2003, J GERONTOL A-BIOL, V58, P525
[3]   RECURRENCE PLOTS OF DYNAMIC-SYSTEMS [J].
ECKMANN, JP ;
KAMPHORST, SO ;
RUELLE, D .
EUROPHYSICS LETTERS, 1987, 4 (09) :973-977
[4]   NONLINEAR ANALYSIS OF PHYSIOLOGICAL SIGNALS: A REVIEW [J].
Faust, Oliver ;
Bairy, Muralidhar G. .
JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2012, 12 (04)
[5]   Sampling and Digital Filtering Effects When Recognizing Postural Control with Statistical Tools and the Decision Tree Classifier [J].
Giovanini, Luiz H. F. ;
Silva, Simone M. ;
Manffra, Elisangela F. ;
Nievola, Julio C. .
INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE (ICCS 2017), 2017, 108 :129-138
[6]  
GLASS L, 1993, MED PROG TECHNOL, V19, P115
[7]   Developmental changes in the dynamical structure of postural sway during a precision fitting task [J].
Haddad, Jeffrey M. ;
Van Emmerik, Richard E. A. ;
Wheat, Jonathan S. ;
Hamill, Joseph .
EXPERIMENTAL BRAIN RESEARCH, 2008, 190 (04) :431-441
[8]   Postural orientation and equilibrium: what do we need to know about neural control of balance to prevent falls? [J].
Horak, Fay B. .
AGE AND AGEING, 2006, 35 :7-11
[9]   Prevention of falls and consequent injuries in elderly people [J].
Kannus, P ;
Sievänen, H ;
Palvanen, M ;
Järvinen, T ;
Parkkari, J .
LANCET, 2005, 366 (9500) :1885-1893
[10]   DETERMINING EMBEDDING DIMENSION FOR PHASE-SPACE RECONSTRUCTION USING A GEOMETRICAL CONSTRUCTION [J].
KENNEL, MB ;
BROWN, R ;
ABARBANEL, HDI .
PHYSICAL REVIEW A, 1992, 45 (06) :3403-3411