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A nested iterative scheme for indefinite linear systems in particulate flows

机译:粒子流中不确定线性系统的嵌套迭代方案

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摘要

High fidelity large-scale direct numerical simulation of particulate flows is of great value in a variety of industrial applications. It is computationally intensive as it combines time integration, solving nonlinear algebraic equations, and the associated linear systems. The finite element discretization of the coupled system of PDEs on an unstructured grid using an arbitrary Lagrangian-Eulerian moving mesh technique leads to very large nonlinear systems that are linearized by a version of Newton's method. The linear algebraic systems (Jacobians) are sparse, nonsymmetric and indefinite, for which standard linear system solvers based on Krylov subspace methods generally fail to converge without appropriate preconditioners. The failure of Krylov methods in production codes is currently being addressed by reducing the size of the time step. This, however, leads to a very long simulation time, and therefore is not always a viable approach. In this study, we design a hybrid inner-outer iterative scheme for solving these indefinite systems which proves to be both efficient, robust and ideally suited for parallel computing platforms even with appropriate large tune steps. Comparisons with Krylov subspace methods show the superiority of our proposed class of nested iterative schemes which is also scalable with respect to mesh size, and insensitive to changes in properties of the fluid-particles system.
机译:微粒流的高保真度大规模直接数值模拟在各种工业应用中都具有巨大的价值。由于它结合了时间积分,求解非线性代数方程和相关联的线性系统,因此计算量很大。使用任意拉格朗日-欧拉运动网格技术对非结构化网格上的PDE耦合系统进行有限元离散化处理,可以生成非常大的非线性系统,这些系统可以通过牛顿法的一种方法线性化。线性代数系统(Jacobians)稀疏,不对称且不确定,基于Krylov子空间方法的标准线性系统求解器通常在没有合适的前置条件的情况下无法收敛。当前,通过减少时间步长来解决生产代码中Krylov方法的失败。但是,这会导致很长的仿真时间,因此并不总是可行的方法。在本研究中,我们设计了一种混合的内外迭代方案来解决这些不确定的系统,该方案被证明是高效,鲁棒的,并且即使具有适当的大步调,也非常适合于并行计算平台。与Krylov子空间方法的比较显示了我们提出的嵌套迭代方案类别的优越性,该方案在网格大小方面也可扩展,并且对流体粒子系统的属性变化不敏感。

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