Effect of the calibration procedure of an optoelectronic system on the joint kinematics

R. Marco, S. Rossi, Benedetta Bachetti, C. Mazzà, P. Cappa
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引用次数: 2

Abstract

Optoelectronic systems are largely employed for human movement analysis, where marker trajectories are used to estimate the articular joint kinematics. From a literature analysis it emerged that the error associated to the joint kinematics can be reduced performing the data collection in the center of the system calibration volume. According to human movement analysis literature, the foot-ankle complex appears to be the anatomical joint most affected by instrument inaccuracy, as it moves in the lower bound of the calibration volume during the gait cycle. A multi-segment marker-based model of the lower limb - including the pelvis, thigh, tibia, hindfoot, forefoot and hallux - was investigated in this paper. One healthy subject was asked to walk on the central and on two boundary areas of the capture volume calibrated for the experiments. The calibration procedure was focused on the exploitation of the effects on the joint angles of: (i) calibration volumes (i.e. the global one and two of its sub-volumes) and (ii) number of frames acquired for the calibration procedure (refinement frames). In order to quantify the precision of estimating the joint kinematics when changing the calibration procedure, the RMSE among different refinement frames using both the global volume and the two sub-volumes was computed as an index of the joint angles variation estimated on the sagittal plane. Two two-way ANOVAs were performed to evaluate whether the calibration volumes or the walking areas affect the kinematics. The statistical analysis highlighted a good robustness of the reconstruction algorithm implemented by the optoelectronic system manufacturer. Few variables showed significant differences for the RMSEs, with p-values lower than 0.05. No clear dependence on the body segments here analyzed emerged from the analysis. The coefficient of Multiple Correlations was computed in order to enlighten the similarities among the joint angles time patterns. We conclude that reconstructed trajectories can be affected by the same magnitude errors, regardless to the calibrated volume or the considered walking area. This finding allows conducting the gait analysis without paying attention when calibrating the system and without having to impose excessive restrictions to the tested subjects, allowing to keep their movement as natural as possible.
光电系统标定过程对关节运动学的影响
光电系统主要用于人体运动分析,其中标记轨迹用于估计关节运动学。从文献分析中可以看出,在系统标定体积的中心进行数据收集可以减少与关节运动学相关的误差。根据人体运动分析文献,足踝复合体似乎是受仪器误差影响最大的解剖关节,因为它在步态周期中处于校准体积的下界。本文研究了一个基于多节段标记的下肢模型,包括骨盆、大腿、胫骨、后脚、前脚和拇趾。一名健康受试者被要求在为实验校准的捕获体积的中心和两个边界区域行走。校准过程的重点是利用对关节角的影响:(i)校准体积(即其子体积的全局一和二)和(ii)为校准过程获得的帧数(细化帧)。为了量化在改变标定程序时估计关节运动学的精度,计算了使用全局体积和两个子体积的不同细化框架之间的RMSE作为矢状面估计关节角度变化的指标。采用两个双向方差分析来评估校准体积或行走区域是否影响运动学。统计分析表明,光电系统制造商实现的重建算法具有良好的鲁棒性。少数变量的均方根误差有显著性差异,p值小于0.05。在分析中,没有明确的依赖于所分析的身体部分。为了揭示关节角度时间模式的相似性,计算了多重相关系数。我们得出的结论是,重建的轨迹可以受到相同大小的误差的影响,无论校准的体积或考虑的行走区域。这一发现允许在校准系统时进行步态分析,而无需注意,也不必对测试对象施加过多的限制,从而使他们的运动尽可能自然。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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