The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing Balance
The largest Lyapunov exponent has been researched as a metric of the balance ability during human quiet standing. However, the sensitivity and accuracy of this measurement method are not good enough for clinical use. The present research proposes a metric of the human body’s standing balance ability...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Hindawi Limited
2015-01-01
|
Series: | Computational and Mathematical Methods in Medicine |
Online Access: | http://dx.doi.org/10.1155/2015/309756 |
id |
doaj-1ca1eb9c55d34e38b36fd269b34b671a |
---|---|
record_format |
Article |
spelling |
doaj-1ca1eb9c55d34e38b36fd269b34b671a2020-11-24T22:12:37ZengHindawi LimitedComputational and Mathematical Methods in Medicine1748-670X1748-67182015-01-01201510.1155/2015/309756309756The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing BalanceKun Liu0Hongrui Wang1Jinzhuang Xiao2School of Electrical Engineering, Yanshan University, Qinhuangdao 066004, ChinaSchool of Electrical Engineering, Yanshan University, Qinhuangdao 066004, ChinaCollege of Electronic and Information Engineering, Hebei University, Baoding 071000, ChinaThe largest Lyapunov exponent has been researched as a metric of the balance ability during human quiet standing. However, the sensitivity and accuracy of this measurement method are not good enough for clinical use. The present research proposes a metric of the human body’s standing balance ability based on the multivariate largest Lyapunov exponent which can quantify the human standing balance. The dynamic multivariate time series of ankle, knee, and hip were measured by multiple electrical goniometers. Thirty-six normal people of different ages participated in the test. With acquired data, the multivariate largest Lyapunov exponent was calculated. Finally, the results of the proposed approach were analysed and compared with the traditional method, for which the largest Lyapunov exponent and power spectral density from the centre of pressure were also calculated. The following conclusions can be obtained. The multivariate largest Lyapunov exponent has a higher degree of differentiation in differentiating balance in eyes-closed conditions. The MLLE value reflects the overall coordination between multisegment movements. Individuals of different ages can be distinguished by their MLLE values. The standing stability of human is reduced with the increment of age.http://dx.doi.org/10.1155/2015/309756 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kun Liu Hongrui Wang Jinzhuang Xiao |
spellingShingle |
Kun Liu Hongrui Wang Jinzhuang Xiao The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing Balance Computational and Mathematical Methods in Medicine |
author_facet |
Kun Liu Hongrui Wang Jinzhuang Xiao |
author_sort |
Kun Liu |
title |
The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing Balance |
title_short |
The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing Balance |
title_full |
The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing Balance |
title_fullStr |
The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing Balance |
title_full_unstemmed |
The Multivariate Largest Lyapunov Exponent as an Age-Related Metric of Quiet Standing Balance |
title_sort |
multivariate largest lyapunov exponent as an age-related metric of quiet standing balance |
publisher |
Hindawi Limited |
series |
Computational and Mathematical Methods in Medicine |
issn |
1748-670X 1748-6718 |
publishDate |
2015-01-01 |
description |
The largest Lyapunov exponent has been researched as a metric of the balance ability during human quiet standing. However, the sensitivity and accuracy of this measurement method are not good enough for clinical use. The present research proposes a metric of the human body’s standing balance ability based on the multivariate largest Lyapunov exponent which can quantify the human standing balance. The dynamic multivariate time series of ankle, knee, and hip were measured by multiple electrical goniometers. Thirty-six normal people of different ages participated in the test. With acquired data, the multivariate largest Lyapunov exponent was calculated. Finally, the results of the proposed approach were analysed and compared with the traditional method, for which the largest Lyapunov exponent and power spectral density from the centre of pressure were also calculated. The following conclusions can be obtained. The multivariate largest Lyapunov exponent has a higher degree of differentiation in differentiating balance in eyes-closed conditions. The MLLE value reflects the overall coordination between multisegment movements. Individuals of different ages can be distinguished by their MLLE values. The standing stability of human is reduced with the increment of age. |
url |
http://dx.doi.org/10.1155/2015/309756 |
work_keys_str_mv |
AT kunliu themultivariatelargestlyapunovexponentasanagerelatedmetricofquietstandingbalance AT hongruiwang themultivariatelargestlyapunovexponentasanagerelatedmetricofquietstandingbalance AT jinzhuangxiao themultivariatelargestlyapunovexponentasanagerelatedmetricofquietstandingbalance AT kunliu multivariatelargestlyapunovexponentasanagerelatedmetricofquietstandingbalance AT hongruiwang multivariatelargestlyapunovexponentasanagerelatedmetricofquietstandingbalance AT jinzhuangxiao multivariatelargestlyapunovexponentasanagerelatedmetricofquietstandingbalance |
_version_ |
1725803068787785728 |