Super-Exponential Convergence Rate of a Nonlinear Continuous Data Assimilation Algorithm: The 2D Navier–Stokes Equation Paradigm

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-02-24 DOI:10.1007/s00332-024-10014-w
Elizabeth Carlson, Adam Larios, Edriss S. Titi
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Abstract

We study a nonlinear-nudging modification of the Azouani–Olson–Titi continuous data assimilation (downscaling) algorithm for the 2D incompressible Navier–Stokes equations. We give a rigorous proof that the nonlinear-nudging system is globally well posed and, moreover, that its solutions converge to the true solution exponentially fast in time. Furthermore, we also prove that once the error has decreased below a certain order one threshold, the convergence becomes double exponentially fast in time, up until a precision determined by the sparsity of the observed data. In addition, we demonstrate the applicability of the analytical and sharpness of the results computationally.

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非线性连续数据同化算法的超指数收敛率:二维纳维-斯托克斯方程范例
我们研究了针对二维不可压缩纳维-斯托克斯方程的 Azouani-Olson-Titi 连续数据同化(降尺度)算法的非线性推移修正。我们给出了一个严格的证明,即非线性推移系统是全局条件良好的,而且其解在时间上以指数速度收敛到真解。此外,我们还证明,一旦误差减小到某一阶阈值以下,收敛速度就会变成双倍指数速度,直到由观测数据稀疏程度决定的精度为止。此外,我们还通过计算证明了分析结果的适用性和尖锐性。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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