首页> 外文会议>TMS 2014 143rd annual meeting amp; exhibition : Annual meeting supplemental proceedings >Automatic Differentiation for Numerically Exact Computation of Tangent Operators in Small- and Large-Deformation Computational Inelasticity
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Automatic Differentiation for Numerically Exact Computation of Tangent Operators in Small- and Large-Deformation Computational Inelasticity

机译:小变形和大变形计算弹性中的切线算子数值精确计算的自动微分

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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,我们提出了一种数值精确的方法,用于计算在计算非弹性应用中构造局部一致的切线算符所需的敏感度。来自本构方程的导数的切线算子对于在积分点级别上对材料模型进行积分时实现二次收敛是必需的。与基于有限差分的数值方法不同,本文提出的方法基于一种称为自动微分(AD)的精确微分技术。该方法高效,稳健并且易于合并。给出了复杂材料模型在小变形和大变形非弹性问题中的数值例子,以说明该方法的有效性和适用性。

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