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We present a new continuous data assimilation algorithm based on ideas that have been developed for designing finite-dimensional feedback controls for dissipative dynamical systems, in particular, in the context of the incompressible…

偏微分方程分析 · 数学 2015-06-15 Abderrahim Azouani , Eric Olson , Edriss S. Titi

We describe a spectrally-filtered discrete-in-time downscaling data assimilation algorithm and prove, in the context of the two-dimensional Navier--Stokes equations, that this algorithm works for a general class of interpolants, such as…

动力系统 · 数学 2019-03-18 Emine Celik , Eric Olson , 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

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

We present simulation friendly detectability conditions for 2D Navier-Stokes Equation (NSE) with periodic boundary conditions, and describe a generic class of ``detectable'' observation operators: it includes pointwise evaluation of NSE's…

最优化与控制 · 数学 2023-03-31 Sergiy Zhuk , Mykhaylo Zayats , Emilia Fridman

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…

We analyze the performance of a data-assimilation algorithm based on a linear feedback control when used with observational data that contains measurement errors. Our model problem consists of dynamics governed by the two-dimension…

偏微分方程分析 · 数学 2015-06-19 Hakima Bessaih , Eric Olson , E. 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

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 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

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 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

The efficacy of a nudging data assimilation algorithm using higher order finite element interpolating operators is studied. Numerical experiments are presented for the 2D Navier-Stokes equations in two cases: shear flow in an annulus and a…

数值分析 · 数学 2021-08-10 Michael S. Jolly , Ali Pakzad

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 this paper, we provide conditions, \emph{based solely on the observed data}, for the global well-posedness, regularity and convergence of the Azouni-Olson-Titi data assimilation algorithm (AOT algorithm) for a Leray-Hopf weak solutions…

偏微分方程分析 · 数学 2020-03-04 Animikh Biswas , Randy Price

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

This article studies the interrelation between the determining modes property in the two-dimensional (2D) Navier-Stokes equations (NSE) of incompressible fluids and the reconstruction property of two filtering algorithms for continuous data…

偏微分方程分析 · 数学 2025-12-11 Elizabeth Carlson , Aseel Farhat , Vincent R. Martinez , Collin Victor

In atmospheric and turbulent flow modeling, Large Eddy Simulation (LES) is often used to reduce computational cost, while observational data typically originates from the underlying physical system. Motivated by this setting, we study a…

偏微分方程分析 · 数学 2025-08-12 Adam Larios , Ali Pakzad , Nicholas White

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 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
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