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We develop, analyze, and test an approximate, global data assimilation/synchronization algorithm based on purely local observations for the two-dimensional Navier-Stokes equations on the torus. We prove that, for any error threshold, if the…

偏微分方程分析 · 数学 2020-08-18 Animikh Biswas , Zachary Bradshaw , Michael S. Jolly

We adapt a previously introduced continuous in time data assimilation (downscaling) algorithm for the 2D Navier-Stokes equations to the more realistic case when the measurements are obtained discretely in time and may be contaminated by…

偏微分方程分析 · 数学 2016-05-24 Ciprian Foias , Cecilia F. Mondaini , Edriss S. Titi

In many real-world applications of data assimilation (DA), the strategic placement of observers is crucial for effective and efficient forecasting. Motivated by practical constraints in sensor deployment, we show that global recovery of the…

数值分析 · 数学 2026-01-21 Rui Fang , Ali Pakzad

We study the numerical performance of a continuous data assimilation (downscaling) algorithm, based on ideas from feedback control theory, in the context of the two-dimensional incompressible Navier--Stokes equations. Our model problem is…

动力系统 · 数学 2016-05-04 Masakazu Gesho , Eric Olson , Edriss S. Titi

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…

偏微分方程分析 · 数学 2023-04-04 Elizabeth Carlson , Adam Larios , Edriss S. Titi

We introduce a continuous data assimilation (downscaling) algorithm for the two-dimensional Navier-Stokes equations employing coarse mesh measurements of only one component of the velocity field. This algorithm can be implemented with a…

偏微分方程分析 · 数学 2016-03-23 Aseel Farhat , Evelyn Lunasin , Edriss S. Titi

We study a continuous data assimilation (CDA) algorithm for a velocity-vorticity formulation of the 2D Navier-Stokes equations in two cases: nudging applied to the velocity and vorticity, and nudging applied to the velocity only. We prove…

数值分析 · 数学 2020-06-15 Matthew Gardner , Adam Larios , Leo G. Rebholz , Duygu Vargun , Camille Zerfas

In this paper we present two results: (1) A data assimilation algorithm for the 3D Navier-Stokes equation (3D NSE) using nodal data, and, as a consequence (2) a novel regularity criterion for the 3D NSE based on finitely many observations…

偏微分方程分析 · 数学 2022-11-29 Abhishek Balakrishna , Animikh Biswas

We consider a continuous data assimilation method for the barotropic Navier--Stokes system. The observed solution is supposed to be bounded on the whole time period of observation, while the synchronized solution, usually provided by a…

偏微分方程分析 · 数学 2026-03-24 Eduard Feireisl

Based on a previously introduced downscaling data assimilation algorithm, which employs a nudging term to synchronize the coarse mesh spatial scales, we construct a determining map for recovering the full trajectories from their…

偏微分方程分析 · 数学 2018-01-04 Animikh Biswas , Ciprian Foias , Cecilia F. Mondaini , Edriss S. Titi

We study different approaches to implementing sparse-in-time observations into the the Azouani-Olson-Titi data assimilation algorithm. We propose a new method which introduces a "data assimilation window" separate from the observational…

偏微分方程分析 · 数学 2023-03-08 Adam Larios , Yuan Pei , Collin Victor

Consider a continuous dynamical system for which partial information about its current state is observed at a sequence of discrete times. Discrete data assimilation inserts these observational measurements of the reference dynamical system…

动力系统 · 数学 2015-05-20 Kevin Hayden , Eric Olson , Edriss S. Titi

Nudging is an important data assimilation technique where partial field measurements are used to control the evolution of a dynamical system and/or to reconstruct the entire phase-space configuration of the supplied flow. Here, we apply it…

流体动力学 · 物理学 2020-02-12 P. Clark Di Leoni , A. Mazzino , L. Biferale

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…

偏微分方程分析 · 数学 2023-09-08 Emine Celik , Eric Olson

We consider fully discrete numerical schemes for a downscaling data assimilation algorithm aimed at approximating the velocity field of the 2D Navier-Stokes equations corresponding to given coarse mesh observational measurements. The time…

数值分析 · 数学 2018-05-07 Hussain A. Ibdah , Cecilia F. Mondaini , Edriss S. Titi

Continuous data assimilation methods, such as the nudging algorithm introduced by Azouani, Olson, and Titi (AOT) [2], are known to be highly effective in deterministic settings for asymptotically synchronizing approximate solutions with…

Motivated by the presence of a finite number of determining parameters (degrees of freedom) such as modes, nodes and local spatial averages for dissipative dynamical systems, we present a continuous data assimilation algorithm for the…

偏微分方程分析 · 数学 2014-08-26 Débora A. F. Albanez , Helena J. Nussenzveig Lopes , Edriss S. Titi

This article studies the intimate relationship between two filtering algorithms for continuous data assimilation, the synchronization filter and the nudging filter, in the paradigmatic context of the two-dimensional (2D) Navier-Stokes…

偏微分方程分析 · 数学 2025-12-24 Elizabeth Carlson , Aseel Farhat , Vincent R. Martinez , Collin Victor

An algorithm for continuous data assimilation for the two- dimensional B\'enard convection problem is introduced and analyzed. It is inspired by the data assimilation algorithm developed for the Navier-Stokes equations, which allows for the…

偏微分方程分析 · 数学 2015-05-20 Aseel Farhat , Michael S. Jolly , Edriss S. Titi

We propose a data assimilation algorithm for the 2D Navier-Stokes equations, based on the Azouani, Olson, and Titi (AOT) algorithm, but applied to the 2D Navier-Stokes-Voigt equations. Adapting the AOT algorithm to regularized versions of…

偏微分方程分析 · 数学 2018-10-26 Adam Larios , Yuan Pei
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