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Automatic Differentiation for Numerically Exact Computation of Tangent Operators in Small- and Large-Deformation Computational Inelasticity

机译:在小型和大变形计算内弹性中对切线算子数值精确计算的自动分化

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Advances in computer software tools and technologies have transformed the way in which finite element codes and associated material models are developed. In this work, we propose a numerically exact approach for computing the sensitivites required to construct local consistent tangent operators in computational inelasticity applications. The tangent operators that come from the derivatives of constitutive equations are necessary for achieving quadratic convergence in integrating material models at the integration point level. Unlike finite difference-based numerical methods, the approach proposed in this work is based on an exact differentiation technique called automatic differentiation (AD). The method is efficient, robust, and easy to incorporate. Numerical examples in both small- and large-deformation inelasticity problems with complicated material models are presented to illustrate the, efficiency and applicability of the proposed method.
机译:计算机软件工具和技术的进步已经改变了开发有限元代码和相关材料模型的方式。在这项工作中,我们提出了一种用于计算在计算内弹性应用中构建局部一致切线算子所需的敏感性的数值精确的方法。来自组成型方程的衍生物的切线算子对于在整合点水平上积分材料模型来实现二次收敛需要。与基于有限差分的数值方法不同,本作作品中提出的方法基于称为自动分化(AD)的精确分化技术。该方法是有效,鲁棒,易于合并。提出了一种具有复杂材料模型的小和大变形内弹性问题的数值例,以说明所提出的方法的效率和适用性。

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