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This paper considers improving the Picard and Newton iterative solvers for the Navier-Stokes equations in the setting where data measurements or solution observations are available. We construct adapted iterations that use continuous data…

偏微分方程分析 · 数学 2023-07-26 Xuejian Li , Elizabeth V. Hawkins , Leo G. Rebholz , Duygu Vargun

We consider nonlinear solvers for the incompressible, steady (or at a fixed time step for unsteady) Navier-Stokes equations in the setting where partial measurement data of the solution is available. The measurement data is…

数值分析 · 数学 2024-01-15 Bosco Garcia-Archilla , Xuejian Li , Julia Novo , Leo Rebholz

We propose, analyze, and test an efficient splitting iteration for solving the incompressible, steady Navier-Stokes equations in the setting where partial solution data is known. The (possibly noisy) solution data is incorporated into a…

数值分析 · 数学 2025-09-17 Victoria L. Fisher , Leo G. Rebholz , Duygu Vargun

We propose a continuous data assimilation (CDA) method to address the uniqueness problem for steady Navier-Stokes equations(NSE). The CDA method incorporates spatial observations into the NSE, and we prove that with sufficient observations,…

偏微分方程分析 · 数学 2023-07-20 Xuejian Li

This paper focuses on continuous data assimilation (CDA) for the Navier-Stokes equations with nonlinear slip boundary conditions. CDA methods are typically employed to recover the original system when initial data or viscosity coefficients…

数值分析 · 数学 2025-03-28 W. C. Wu , H. Y. Dong , K. Wang

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

概率论 · 数学 2026-01-27 Kush Kinra

The Picard iteration for the Boussinesq model of natural convection can be an attractive solver because it stably decouples the fluid equations from the temperature equation (for contrast, the Newton iteration does not stably decouple).…

数值分析 · 数学 2025-02-18 Elizabeth Hawkins

This paper considers continuous data assimilation (CDA) in partial differential equation (PDE) discretizations where nudging parameters can be taken arbitrarily large. We prove that long-time optimally accurate solutions are obtained for…

数值分析 · 数学 2024-08-02 Amanda Diegel , Xuejian Li , Leo G. Rebholz

We study continuous data assimilation (CDA) applied to projection and penalty methods for the Navier-Stokes (NS) equations. Penalty and projection methods are more efficient than consistent NS discretizations, however are less accurate due…

数值分析 · 数学 2023-02-14 Elizabeth Hawkins , Leo G. Rebholz , Duygu Vargun

Continuous data assimilation (CDA) nudges observational data into governing equations to recover the underlying flow and improve predictions. Existing rigorous CDA analyses focus primarily on incompressible flows, yet no physical flow is…

数值分析 · 数学 2026-04-30 Aytekin Çıbık , Rui Fang

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

Obtaining accurate high-resolution representations of model outputs is essential to describe the system dynamics. In general, however, only spatially- and temporally-coarse observations of the system states are available. These observations…

Based on the Uzawa algorithm, we consider an adaptive finite element method for the Stokes system. We prove linear convergence with optimal algebraic rates for the residual estimator (which is equivalent to the total error), if the arising…

数值分析 · 数学 2019-11-15 Giovanni Di Fratta , Thomas Führer , Gregor Gantner , Dirk Praetorius

Continuous data assimilation (CDA) techniques, most notably the nudging approach proposed by Azouani, Olson, and Titi (AOT), have been shown to be very successful in deterministic frameworks for achieving long-time synchronization between…

概率论 · 数学 2026-04-20 Kush Kinra

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 recently introduced continuous data assimilation (CDA) approach for downscaling a coarse resolution configuration of the 2D Benard convection equations into a finer grid. In this CDA, a nudging term, estimated as the misfit…

最优化与控制 · 数学 2015-12-22 M. U. Altaf , E. S. Titi , O. M. Knio , L. Zhao , M. F. McCabe , I. Hoteit

Saddle point problems have been attracting people's attention in recent years. To solve large and sparse saddle point problems, Uzawa type algorithms were proposed. The main contribution of this paper is to present a new Uzawa-exact type…

最优化与控制 · 数学 2018-02-20 Zhitao Xu , Ting Jiang , Li Gao

We propose, analyze and test Anderson-accelerated Picard iterations for solving the incompressible Navier-Stokes equations (NSE). Anderson acceleration has recently gained interest as a strategy to accelerate linear and nonlinear…

数值分析 · 数学 2018-10-22 Sara Pollock , Leo G. Rebholz , Mengying Xiao

In this paper, we extend the inexact Uzawa algorithm in [Q. Hu, J. Zou, SIAM J. Matrix Anal., 23(2001), pp. 317-338] to the nonsymmetric generalized saddle point problem. The techniques used here are similar to those in [Bramble \emph{et…

数值分析 · 数学 2014-08-26 Hailun Shen , Hua Xiang

The Uzawa algorithm is an iterative method for the solution of saddle-point problems, which arise in many applications, including fluid dynamics. Viewing the Uzawa algorithm as a fixed- point iteration, we explore the use of Anderson…

数值分析 · 数学 2016-05-24 Nguyenho Ho , Sarah D. Olson , Homer F. Walker
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