Chang Yu Ping, Jiang Bernard C, Nurwulan Nurul Retno
Department of Industrial Management, National Taiwan University of Science and Technology, Taipei City 10607, Taiwan.
Department of Industrial Engineering, Sampoerna University, Jakarta 12780, Indonesia.
Entropy (Basel). 2020 Oct 21;22(10):1188. doi: 10.3390/e22101188.
Evaluation of human postural stability is important to prevent falls. Recent studies have been carried out to develop postural stability evaluation in an attempt to fall prevention. The postural stability index (PSI) was proposed as a measure to evaluate the stability of human postures in performing daily activities. The objective of this study was to use the PSI in developing the stability scales for human daily activities. The current study used two open datasets collected from mobile devices. In addition, we also conducted three experiments to evaluate the effect of age, velocity, step counts, and devices on PSI values. The collected datasets were preprocessed using the ensemble empirical mode decomposition (EEMD), then the complexity index from each intrinsic mode function (IMF) was calculated using the multiscale entropy (MSE). From the evaluation, it can be concluded that the PSI can be applied to do daily monitoring of postural stability for both young and older adults, and the PSI is not affected by age. The revised stability scales developed in this current study can give better suggestions to users than the original one.
评估人体姿势稳定性对于预防跌倒很重要。最近已经开展了一些研究来开发姿势稳定性评估方法,以试图预防跌倒。姿势稳定性指数(PSI)被提出作为一种评估人类在进行日常活动时姿势稳定性的指标。本研究的目的是使用PSI来开发人类日常活动的稳定性量表。当前的研究使用了从移动设备收集的两个开放数据集。此外,我们还进行了三项实验,以评估年龄、速度、步数和设备对PSI值的影响。收集到的数据集使用总体经验模态分解(EEMD)进行预处理,然后使用多尺度熵(MSE)计算每个本征模态函数(IMF)的复杂性指数。从评估中可以得出结论,PSI可用于对年轻人和老年人的姿势稳定性进行日常监测,并且PSI不受年龄影响。本研究中开发的修订后的稳定性量表比原始量表能为用户提供更好的建议。