Finite determining parameters feedback control for distributed nonlinear dissipative systems-a computational study

E Lunasin, ES Titi - arXiv preprint arXiv:1506.03709, 2015 - arxiv.org
We present a computational study of a simple finite-dimensional feedback control algorithm
for stabilizing solutions of infinite-dimensional dissipative evolution equations such as …

Dynamically learning the parameters of a chaotic system using partial observations

E Carlson, J Hudson, A Larios, VR Martinez… - arXiv preprint arXiv …, 2021 - arxiv.org
Motivated by recent progress in data assimilation, we develop an algorithm to dynamically
learn the parameters of a chaotic system from partial observations. Under reasonable …

Parameter recovery for the 2 dimensional Navier--Stokes equations via continuous data assimilation

E Carlson, J Hudson, A Larios - SIAM Journal on Scientific Computing, 2020 - SIAM
We study a continuous data assimilation algorithm proposed by Azouani, Olson, and Titi
(AOT) in the context of an unknown viscosity. We determine the large-time error between the …

On the Charney conjecture of data assimilation employing temperature measurements alone: the paradigm of 3D planetary geostrophic model

A Farhat, E Lunasin, ES Titi - Mathematics of Climate and Weather …, 2016 - degruyter.com
Analyzing the validity and success of a data assimilation algorithmwhen some state variable
observations are not available is an important problem in meteorology and engineering. We …

Efficient dynamical downscaling of general circulation models using continuous data assimilation

S Desamsetti, HP Dasari, S Langodan… - Quarterly Journal of …, 2019 - Wiley Online Library
Continuous data assimilation (CDA) is successfully implemented for the first time for efficient
dynamical downscaling of a global atmospheric reanalysis. A comparison of the …

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

E Carlson, A Larios, ES Titi - Journal of Nonlinear Science, 2024 - Springer
We study a nonlinear-nudging modification of the Azouani–Olson–Titi continuous data
assimilation (downscaling) algorithm for the 2D incompressible Navier–Stokes equations …

Global in time stability and accuracy of IMEX-FEM data assimilation schemes for Navier–Stokes equations

A Larios, LG Rebholz, C Zerfas - Computer Methods in Applied Mechanics …, 2019 - Elsevier
We study numerical schemes for incompressible Navier–Stokes equations using IMEX
temporal discretizations, finite element spatial discretizations, and equipped with continuous …

Data assimilation with model error: Analytical and computational study for Sabra shell model

N Chen, A Farhat, E Lunasin - Physica D: Nonlinear Phenomena, 2023 - Elsevier
Understanding the impact of model error on data assimilation is an important practical topic.
Model error in the subgrid scale is commonly seen in various applications as a natural …

Uniform-in-time error estimates for the postprocessing Galerkin method applied to a data assimilation algorithm

CF Mondaini, ES Titi - SIAM Journal on Numerical Analysis, 2018 - SIAM
We apply the postprocessing Galerkin method to a recently introduced continuous data
assimilation (downscaling) algorithm for obtaining a numerical approximation of the solution …

The bleeps, the sweeps, and the creeps: convergence rates for dynamic observer patterns via data assimilation for the 2D Navier–Stokes equations

T Franz, A Larios, C Victor - Computer Methods in Applied Mechanics and …, 2022 - Elsevier
We adapt a continuous data assimilation scheme, known as the Azouani–Olson–Titi (AOT)
algorithm, to the case of moving observers for the 2D incompressible Navier–Stokes …