IEEE J Biomed Health Inform. 2017 Nov;21(6):1479-1486. doi: 10.1109/JBHI.2017.2677901. Epub 2017 Mar 3.
We used body-worn inertial sensors to quantify differences in semi-free-living gait between stairs and on normal flat ground in older adults, and investigated the utility of assessing gait on these terrains for predicting the occurrence of multiple falls. Eighty-two community-dwelling older adults wore two inertial sensors, on the lower back and the right ankle, during several bouts of walking on flat surfaces and up and down stairs, in between rests and activities of daily living. Derived from the vertical acceleration at the lower back, step rate was calculated from the signal's fundamental frequency. Step rate variability was the width of this fundamental frequency peak from the signal's power spectral density. Movement vigor was calculated at both body locations from the signal variance. Partial Spearman correlations between gait parameters and physiological fall risk factors (components from the Physiological Profile Assessment) were calculated while controlling for age and gender. Overall, anteroposterior vigor at the lower back in stair descent was lower in subjects with longer reaction times. Older adults walked more slowly on stairs, but they were not significantly slower on flat surfaces. Using logistic regression, faster step rate in stair descent was associated with multiple prospective falls over 12 months. No significant associations were shown from gait parameters derived during walking upstairs or on flat surfaces. These results suggest that stair descent gait may provide more insight into fall risk than regular walking and stair ascent, and that further sensor-based investigation into unsupervised gait on different terrains would be valuable.
我们使用穿戴式惯性传感器来量化老年人在上下楼梯和在正常平地时的半自由行走步态差异,并研究在这些地形上评估步态对预测多次跌倒的实用性。82 名居住在社区的老年人在休息和日常生活活动之间,在平坦表面和上下楼梯上进行多次行走时,在腰部和右脚踝佩戴两个惯性传感器。从腰部的垂直加速度中计算出步频,步频的变异性是信号功率谱密度中基本频率峰值的宽度。从信号方差中在两个身体位置计算运动活力。在控制年龄和性别后,计算步态参数与生理跌倒风险因素(生理特征评估的组成部分)之间的部分 Spearman 相关性。总体而言,在楼梯下降时,腰部的前后活力在反应时间较长的受试者中较低。老年人在楼梯上走得较慢,但在平坦表面上并没有明显较慢。使用逻辑回归,在楼梯下降时较快的步频与 12 个月内多次预期跌倒有关。在上楼或在平坦表面行走时,从步态参数中得出的结果没有显著相关性。这些结果表明,楼梯下降步态可能比常规行走和楼梯上升提供更多的跌倒风险信息,并且对不同地形上的非监督步态进行进一步的基于传感器的研究将是有价值的。