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BIODYNAMIC VERIFICATION OF AN ESTIMATED MUSCULAR ACTIVITY MODEL FOR ORTHOSIS PRESCRIPTION SUPPORT SYSTEMS

机译:对矫正处方支援系统估计肌肉活动模型的生物动力学验证

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In this paper, we performed biodynamic verification of a muscular activity model using Bayes estimation. In creating this model, we aimed to enable quantitative selection of lower foot orthoses based on a patient's muscular activity in the lower foot. Because physical models require the use of large-scale measurement systems, which cannot be used clinically, they are not suitable for making these measurements. Therefore, we chose Bayes estimation to construct a model for estimating the muscular activity from parameters that can be measured easily, such as joint angle and sole pressure. This model allows for not only the estimation of muscle activity, but also another closely related parameter through the change in muscular activity, which is a parent node to the muscle activity node. The three advantages of our model are that it 1) reports the influences on muscle activity, which change throughout the gait cycle, by using 10% level nodes for each factor; 2) expresses the influence of those factors, which are different at low and high muscular activity levels; and 3) compensates for missed predictions by estimating muscle activity in 10% increments. Here, we verify the biodynamic validity of the model parent node for four foot muscles.
机译:在本文中,我们使用贝叶斯估计进行了生物动力学验证肌肉活动模型。在创建该模型时,我们的目标是基于患者在下脚下的患者的肌肉活动来实现低脚部的定量选择。由于物理模型需要使用大规模测量系统,因为在临床上不能使用的大规模测量系统,因此它们不适用于进行这些测量。因此,我们选择贝叶斯估计来构建用于从可以容易地测量的参数估计肌肉活动的模型,例如关节角度和鞋底压力。该模型不仅估计肌肉活动,而且还可以通过肌肉活动的变化来估计肌肉活动,这是一种密切相关的参数,这是肌肉活动节点的父节点。我们模型的三个优势是它1)报告对肌肉活动的影响,通过使用每个因素的10%级别节点来改变整个步态周期的影响; 2)表达这些因素的影响,这些因素在低肌肉活性水平和高肌肉活性水平上不同; 3)通过以10%的增量估计肌肉活动来补偿错过的预测。在这里,我们验证了四英尺肌的模型父节点的生物动力学有效性。

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