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首页> 外文期刊>Communications in Numerical Methods in Engineering >Sensitivity analysis for the mechanics of tendons and ligaments: Investigation on the effects of collagen structural properties via a multiscale modeling approach
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Sensitivity analysis for the mechanics of tendons and ligaments: Investigation on the effects of collagen structural properties via a multiscale modeling approach

机译:肌腱和韧带力学的敏感性分析:通过多尺度建模方法研究胶原蛋白结构特性的影响

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摘要

The effects of the stochasticity of collagen-related structural properties on the biomechanical properties of tendons and ligaments are investigated in this study. The tissue mechanics is modeled by means of a macroscale constitutive model based on a multiscale structural approach. This rationale allows to introduce model parameters directly associated with tissue structural and biochemical features, opening to physically motivated parametric studies. Variance and density-based global sensitivity analyses are employed, together with the quantification of output uncertainty due to stochastic variations of parameters. Novel insights on tissue structure-mechanics relationship are provided, quantifying the dependence between mechanical output quantities on specific collagen-related structural features. Moreover, the uncertainty quantification shows that model predictions provided by the multiscale structural approach are reliable with respect to inevitable uncertainties in tissue structure. Addressing rat tail tendons, the use of average values in tissue properties returns a constitutive response that fits well-available experimental data, and it is robust with respect to parameter stochasticity.
机译:在这项研究中,研究了胶原相关结构特性的随机性对肌腱和韧带的生物力学特性的影响。通过基于多尺度结构方法的宏观本构模型对组织力学进行建模。这种基本原理允许引入与组织结构和生化特征直接相关的模型参数,从而为基于物理的参数研究打开了大门。使用基于方差和密度的全局灵敏度分析,以及由于参数的随机变化而导致的输出不确定性的量化。提供了有关组织结构-力学关系的新颖见解,量化了机械输出量对特定胶原相关结构特征的依赖性。此外,不确定性量化表明,对于组织结构中不可避免的不确定性,多尺度结构方法提供的模型预测是可靠的。针对大鼠尾部肌腱,在组织特性中使用平均值可返回本构响应,该响应符合良好的实验数据,并且在参数随机性方面非常可靠。

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