Techniques to Reduce The Computational Cost of Finite Element Models of the Lower Limb Muscles

E. Elyasi, A. Perrier, M. Bailet, Y. Payan
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Abstract

Modeling the lower limb muscles using the Finite Element (FE) method is required for various applications including injury mechanisms or when stress/strain distribution in the muscle is of interest. When the muscles are represented with 3D FE models, the interaction between the muscles can be taken into account that has an effect on their force production. However, the computational cost of such a method is considerably high. Besides, in many cases, a major part of this computational cost is committed to gain unnecessary information. For instance, when having two FE muscles in contact, both muscles need to get finely meshed to conserve their surface details even if having the stress/strain distribution inside one of the two muscles is not required. As a result, the current study aims to explore a model reduction technique based on mesh embedding to decrease the computational cost of such models. A combination of Computerized Tomography and Magnetic Resonance Imaging (MRI) data obtained from a volunteer subject was used to generate a musculoskeletal model of the quadriceps muscle group. The modeling process was performed in ArtiSynth which is an opensource 3D modeling platform supporting combined simulation of multibody and finite element models. This platform allows the attachment of a passive embedded mesh to a FE body so that it deforms in accordance with the motion of the FE body. Considering that the external forces applied to the passive mesh can be propagated back to the FE body attached to it, contact can be defined between the embedded mesh and any other structure. A full and a reduced model are generated and are used to simulate a passive deep knee flexion to test the reliability of the method. The kinematic outcomes are compared against data points obtained from MRI at different flexion angles. The results show that the proposed methodology can be considered as a substitute to fully FE models without a substantial sacrifice on the outcomes despite having lower computational cost.
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降低下肢肌肉有限元模型计算成本的技术
使用有限元(FE)方法对下肢肌肉进行建模是各种应用所必需的,包括损伤机制或肌肉中的应力/应变分布。当用三维有限元模型表示肌肉时,可以考虑肌肉之间的相互作用,这对它们的力产生有影响。然而,这种方法的计算成本相当高。此外,在许多情况下,这种计算成本的主要部分是用于获取不必要的信息。例如,当两个FE肌肉接触时,即使不需要其中一个肌肉内部的应力/应变分布,两个肌肉都需要进行精细的网格划分以保存其表面细节。因此,本研究旨在探索一种基于网格嵌入的模型约简技术,以降低此类模型的计算成本。从志愿者身上获得的计算机断层扫描和磁共振成像(MRI)数据被用于生成股四头肌群的肌肉骨骼模型。建模过程在ArtiSynth中进行,ArtiSynth是一个支持多体模型和有限元模型联合仿真的开源3D建模平台。该平台允许将被动嵌入式网格附着在有限元体上,使其根据有限元体的运动进行变形。考虑到施加在被动网格上的外力可以传播回附着在其上的有限元体,因此可以定义嵌入网格与任何其他结构之间的接触。建立了完整模型和简化模型,并对膝关节被动深屈曲进行了仿真,验证了该方法的可靠性。运动学结果与不同屈曲角度下MRI获得的数据点进行比较。结果表明,所提出的方法可以作为全有限元模型的替代品,尽管计算成本较低,但对结果没有实质性的牺牲。
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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