Sensitivity analysis of a human finger model

S. Allouch, R. Younes, J. Laforêt, S. Boudaoud, M. Khalil
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Abstract

The main objective of the presented work is to do a preliminary sensitivity analysis of the simplified neuromusculoskeletal model of the human middle finger that we have already developed [1], [2]. The importance of this study is to improve the model by well estimating internal parameters, which are the most affecting the model output, and by adapting it to each individual. The sensitivity analysis presented in this study is preliminary; it is based on the computing of the elementary effect (EE) of the 3 signal features of the muscular force. We get significant results to indicate the most important parameters among those chosen; these are the most influential parameters on system output, and good estimation of them leads to a more realistic model. These results encourage us to do a deeper sensitivity analysis for the most complex model where the sensitivity analysis will be on all internal parameters of the model in order to improve it.
人体手指模型的敏感性分析
本文的主要目的是对我们已经开发的简化的人类中指神经肌肉骨骼模型[1],[2]进行初步的敏感性分析。本研究的重要之处在于,通过很好地估计影响模型输出的内部参数,并使其适应于每个个体,来改进模型。本研究提出的敏感性分析是初步的;它是基于肌肉力的三个信号特征的初等效应(EE)的计算。我们得到了显著的结果,以表明所选参数中最重要的参数;这些是对系统输出影响最大的参数,对它们进行良好的估计可以得到更真实的模型。这些结果鼓励我们对最复杂的模型进行更深入的敏感性分析,其中敏感性分析将对模型的所有内部参数进行分析,以改进它。
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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