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A POSTERIORI ERROR ANALYSIS OF TWO-STAGE COMPUTATION METHODS WITH APPLICATION TO EFFICIENT DISCRETIZATION AND THE PARAREAL ALGORITHM

机译:两阶段计算方法的正误差分析及其在有效离散和稀疏算法中的应用

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摘要

We consider numerical methods for initial value problems that employ a two-stage approach consisting of solution on a relatively coarse discretization followed by solution on a relatively fine discretization. Examples include adaptive error control, parallel-in-time solution schemes, and efficient solution of adjoint problems for computing a posteriori error estimates. We describe a general formulation of two-stage computations and then perform a general a posteriori error analysis based on computable residuals and solution of an adjoint problem. The analysis accommodates various variations in the two-stage computation and in the formulation of the adjoint problems. We apply the analysis to computing "dual-weighted" a posteriori error estimates, developing novel algorithms for efficient solution that take into account cancellation of error, and to the Parareal algorithm. We test the various results using several numerical examples.
机译:我们考虑用于初值问题的数值方法,该方法采用两阶段方法,其中包括对相对粗糙的离散化求解,然后对相对精细的离散化求解。示例包括自适应错误控制,实时并行解决方案以及用于计算后验误差估计的伴随问题的有效解决方案。我们描述了两阶段计算的一般公式,然后基于可计算残差和伴随问题的解决方案进行了一般的后验误差分析。该分析在两阶段计算和伴随问题的表述中考虑了各种变化。我们将分析应用于计算“双重加权”后验误差估计,为考虑误差消除的高效解决方案开发新颖的算法,以及Parareal算法。我们使用几个数值示例来测试各种结果。

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