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Inertial characteristics of upper extremity motions in upper extremity stroke rehabilitation based tasks

机译:基于上肢中风康复的任务中上肢运动的惯性特征

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Activity counting has demonstrated strong correlations to recovery before and after stroke rehabilitation. However, there are only moderate to poor correlations with movement specific features (such as timing and repetition) that are significant to stroke rehabilitation, allowing room for improvement. This paper explores the physical meaning of an accelerometric based activity count, by using a precise tri-axial accelerometer and tri-axial gyroscope during tasks based on selected activities of daily living (ADLs). The impact of processing algorithms and sensor choice were also considered. Nine healthy participants performed a series of free-world upper extremity movement tasks modelled after ADLs as well as tasks constrained by speed and direction. Raw gyroscope and accelerometer data were linearly regressed with medically graded actigraphy bands for comparison. The results demonstrated that wrist motion during upper extremity tasks had similar distributions of data across all planes and axes of motion. The results also highlighted that processing algorithms based on mean and median epoched data were more sensitive (p <; 0.05) to differences in planes and axes of motion, but that variance based methods presented lower root-mean-square-errors (RMSE) errors when linearly regressed with medically graded technology. The findings from this study help to better understand inertial patterns of upper extremity rehabilitation based tasks and physical interpretations of activity count measures.
机译:活动计数已显示出与中风康复前后的恢复密切相关。但是,与特定于运动的特征(例如定时和重复)之间的相关性中等至较差,这对中风康复很重要,从而有改善的余地。本文通过基于选定的日常生活活动(ADL)的任务中使用精确的三轴加速度计和三轴陀螺仪,探索了基于加速度计的活动计数的物理含义。还考虑了处理算法和传感器选择的影响。九名健康参与者执行了一系列根据ADL建模的自由世界上肢运动任务以及受速度和方向限制的任务。将原始的陀螺仪和加速度计数据与医学分级的活动谱带进行线性回归以进行比较。结果表明,上肢任务期间的腕部运动在所有平面和运动轴上的数据分布相似。结果还强调,基于均值和中位数外移数据的处理算法对运动平面和运动轴的差异更敏感(p <; 0.05),但是基于方差的方法呈现出更低的均方根误差(RMSE)误差与医学分级技术线性回归时。这项研究的发现有助于更好地理解基于上肢康复的任务的惯性模式以及对活动计数量度的物理解释。

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