Dataset: A low-cost stand-alone platform for measuring motor behaviour across developmental applications
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The following datasets contain acceleration data collected by means of both an optical motion capture system (MoCap, Vicon) and the KiD platform. KiD platform utilises a wearable, battery powered device, incorporating an Inertial Measurement Unit (IMU) comprising a three-axis accelerometer, a three-axis gyroscope, a three-axis compass. Data were collected from 20 children, instructed to perform ten cycles of four types of right-hand movements: horizontal, vertical, elliptical and figure-eight. After data collection, both KiD and MoCap data were run through a low-pass Butterworth filter with a 6 Hz cutoff. x-, y-, z-acceleration (Ax, Ay, Az) and acceleration magnitude (Am) were computed for both KiD and MoCap data. In order to evaluate agreement between KiD and MoCap, we computed Intra-class Correlation Coefficients (ICCs, McGraw and Wong, 1996) of Am. We averaged for each time-bin Am across the ten movement cycles of each participant, separately for each movement type. The files "ICC_KiD.xlsx" and "ICC_MoCap.xlsx" contain the data used for ICC analyses. In each file, column A refers to subject ID; column B refers to condition IC, where 1 = horizontal, 2 = vertical, 3 = elliptical, 4 = figure-eight; columns from C-L refer to the acceleration magnitude from 10% to 100% of movement time.
本数据集包含由光学运动捕捉系统(MoCap, Vicon)与KiD平台采集的加速度数据。KiD平台搭载一款可穿戴、电池供电的设备,该设备集成了惯性测量单元(Inertial Measurement Unit, IMU),包含三轴加速度计、三轴陀螺仪与三轴罗盘。数据采集自20名儿童,受试者被指示完成四类右手动作各十个循环:水平运动、垂直运动、椭圆运动与八字形运动。数据采集完成后,KiD与MoCap采集的所有数据均经过截止频率为6Hz的低通巴特沃斯滤波器(low-pass Butterworth filter)处理。针对两类设备采集的数据,我们分别计算了x、y、z轴加速度(Ax, Ay, Az)与加速度模长(acceleration magnitude, Am)。为评估KiD与MoCap数据的一致性,我们计算了加速度模长(Am)的组内相关系数(Intra-class Correlation Coefficients, ICCs,McGraw与Wong, 1996)。针对每名受试者的每类动作,我们分别将其十个运动循环中各时间分箱的加速度模长(Am)取平均。文件"ICC_KiD.xlsx"与"ICC_MoCap.xlsx"包含了用于组内相关系数分析的数据集。每个文件中,A列代表受试者编号,B列代表运动条件IC,其中1对应水平运动、2对应垂直运动、3对应椭圆运动、4对应八字形运动;C至L列对应运动时长10%至100%区间的加速度模长。



