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首页> 外文期刊>Journal of Biomechanics >Automated approximation of center of mass position in X-ray sequences of animal locomotion
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Automated approximation of center of mass position in X-ray sequences of animal locomotion

机译:动物运动的X射线序列中质心位置的自动近似

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摘要

A crucial aspect of comparative biomechanical research is the center of mass (CoM) estimation in animal locomotion scenarios. Important applications include the parameter estimation of locomotion models, the discrimination of gaits, or the calculation of mechanical work during locomotion. Several methods exist to approximate the CoM position, e.g. force-plate-based approaches, kinematic approaches, or the reaction board method. However, they all share the drawback of not being suitable for large scale studies, as detailed initial conditions from kinematics are required (force-plates), manual interaction is necessary (kinematic approach), or only static settings can be analyzed (reaction board). For the increasingly popular case of X-ray-based animal locomotion analysis, we present an alternative approach for CoM estimation which overcomes these shortcomings. The main idea is to only use the recorded X-ray images, and to map each pixel to the mass of matter it represents. As a consequence, our approach is surgically noninvasive, independent of animal species and locomotion characteristics, and neither requires prior knowledge nor any kind of user interaction. To assess the quality of our approach, we conducted a comparison to highly accurate reaction board experiments for lapwing and rat cadavers, and achieved an average accuracy of 2.6. mm (less than 2% of the animal body length). We additionally verified the practical applicability of the algorithm by comparison to a previously published CoM study which is based on the kinematic method, yielding comparable results.
机译:生物力学比较研究的一个关键方面是动物运动场景中的质心(CoM)估计。重要的应用包括运动模型的参数估计,步态识别或运动过程中的机械功计算。存在几种近似CoM位置的方法,例如基于力板的方法,运动学方法或反应板方法。但是,它们都具有不适合大规模研究的缺点,因为需要运动学的详细初始条件(力板),必须进行手动交互(运动学方法)或只能分析静态设置(反应板) 。对于基于X射线的动物运动分析越来越流行的情况,我们提出了一种克服这些缺点的CoM估计的替代方法。主要思想是仅使用记录的X射线图像,并将每个像素映射到它表示的物质质量。因此,我们的方法是手术无创的,与动物种类和运动特性无关,并且既不需要先验知识,也不需要任何类型的用户交互。为了评估我们方法的质量,我们对田和大鼠尸体的高精度反应板实验进行了比较,平均精度为2.6。毫米(小于动物体长的2%)。通过与基于运动学方法的先前发表的CoM研究进行比较,我们还验证了该算法的实际适用性,得出了可比的结果。

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