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Data Assimilation using Time-Delay Nudging in the Presence of Gaussian Noise

Analysis of PDEs 2023-09-08 v2 Dynamical Systems

Abstract

We study a discrete-in-time data-assimilation algorithm based on nudging through a time-delayed feedback control in which the observational measurements have been contaminated by a Gaussian noise process. In the context of the two-dimensional incompressible Navier-Stokes equations we prove the expected value of the square-error between the approximating solution and the reference solution over time is proportional to the variance of the noise up to a logarithmic correction. The qualitative behavior and physical relevance of our analysis is further illustrated by numerical simulation.

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Cite

@article{arxiv.2201.12244,
  title  = {Data Assimilation using Time-Delay Nudging in the Presence of Gaussian Noise},
  author = {Emine Celik and Eric Olson},
  journal= {arXiv preprint arXiv:2201.12244},
  year   = {2023}
}

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28 pages