Gait, wrist, and sensors: Detecting freezing of gait in Parkinson's disease from wrist movement

Sinziana Mazilu, Ulf Blanke, G. Tröster
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引用次数: 23

Abstract

We investigate the correlation between wrist movement and freezing of the gait in Parkinsons disease. Detecting such freezes allows real-time monitoring to reduce the risk of falls in subjects with Parkinson's. While most of research focuses on placing inertial sensors on lower limb, i.e., foot, ankle, thigh, lower back, we focus on the wrist as an alternative placement. Commonly worn accessories at the wrist such as watches or wristbands are easier to be accepted and worn by elderly users, in special subjects with motor problems. Experiments on data from 11 subjects show that freezing of gait episodes can be detected using the wrist movements, with a freeze hit-rate of 90% and 83% specificity in a subject-dependent evaluation scheme. This suggests that wrist sensors can be a feasible alternative to the cumbersome placement on the legs.
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步态、手腕和传感器:通过手腕运动检测帕金森病患者的步态冻结
我们研究了帕金森病患者腕关节运动和步态冻结之间的关系。检测到这种冻结可以实时监测,以减少帕金森患者跌倒的风险。虽然大多数研究集中于将惯性传感器放置在下肢,即脚,脚踝,大腿,下背部,但我们将重点放在手腕上作为替代位置。通常佩戴在手腕上的配件,如手表或腕带,更容易被老年用户接受和佩戴,特别是在有运动问题的特殊对象中。对11名受试者的数据进行的实验表明,可以通过手腕运动检测步态冻结,在受试者依赖的评估方案中,冻结命中率为90%,特异性为83%。这表明手腕上的传感器可以替代笨重的腿上的位置。
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