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Parkinsonian Axial Movement Capture using Wearable Sensors during the Pull Test

机译:在拉力测试中使用可穿戴式传感器进行帕金森轴向运动捕捉

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The aim of this research was to analyse the characteristic movements of patients with Parkinsons disease (PD) during the pull test. In this experiment, flexibility of participants were measured from two wearable sensors attached on their upper and lower back. In particular, as Bradykinesia and axial Bradykinesia are vital characteristics which are challenging to measure, we designed a test system engaging a minimal number of wearable sensors to capture the characteristic movements of the back. We utilised a time delay between two sensors to analyse rigidity of human back. In order to measure the characteristics of patient and control groups, the principal component analysis (PCA) was applied to extract the significant features to distinguish the two groups. Consequently, their differences were shown in PCA with a satisfactory separation of controls and patients.
机译:这项研究的目的是分析拉力试验期间帕金森病(PD)患者的特征性运动。在此实验中,参与者的柔韧性是通过安装在其上背部和下背部的两个可穿戴传感器测得的。特别是,由于运动迟缓和轴向运动迟缓是至关重要的特征,很难测量,因此我们设计了一个测试系统,该系统需要最少数量的可穿戴传感器来捕获背部的特征性运动。我们利用两个传感器之间的时间延迟来分析人体背部的僵硬程度。为了测量患者和对照组的特征,应用主成分分析(PCA)提取了显着特征以区分两组。因此,他们的差异显示在PCA中,对照组和患者令人满意地分离。

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