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Quasi-Monte Carlo finite element approximation of the Navier-Stokes equations with initial data modeled by log-normal random fields

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arxiv 2210.15572 v3 pith:NNY725VF submitted 2022-10-27 math.NA cs.NA

classification math.NAcs.NA
keywords initialnavier-stokesproblemanalysisapproximationcarloconditiondelta
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abstract

In this paper, we analyze the numerical approximation of the Navier-Stokes problem over a bounded polygonal domain in $\mathbb{R}^2$, where the initial condition is modeled by a log-normal random field. This problem usually arises in the area of uncertainty quantification. We aim to compute the expectation value of linear functionals of the solution to the Navier-Stokes equations and perform a rigorous error analysis for the problem. In particular, our method includes the finite element, fully-discrete discretizations, truncated Karhunen-Lo\'eve expansion for the realizations of the initial condition, and lattice-based quasi-Monte Carlo (QMC) method to estimate the expected values over the parameter space. Our QMC analysis is based on randomly-shifted lattice rules for the integration over the domain in high-dimensional space, which guarantees the error decays with $\mathcal{O}(N^{-1+\delta})$, where $N$ is the number of sampling points, $\delta>0$ is an arbitrary small number, and the constant in the decay estimate is independent of the dimension of integration.

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  1. Gevrey class regularity for steady-state incompressible Navier-Stokes equations in parametric domains and related models

    math.NA 2025-04 conditional novelty 6.0 of 10

    Under small-data and uniform stability assumptions, Gevrey regularity of the inputs is inherited by the velocity and pressure of the stationary Navier-Stokes system, with explicit constants.

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