Synchronization to big data: Nudging the Navier-Stokes equations for data assimilation of turbulent flows
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 …
used to control the evolution of a dynamical system and/or to reconstruct the entire phase …
A discrete data assimilation scheme for the solutions of the two-dimensional Navier--Stokes equations and their statistics
C Foias, CF Mondaini, ES Titi - SIAM Journal on Applied Dynamical Systems, 2016 - SIAM
We adapt a previously introduced continuous in time data assimilation (downscaling)
algorithm for the two-dimensional Navier--Stokes equations to the more realistic case when …
algorithm for the two-dimensional Navier--Stokes equations to the more realistic case when …
Reconstruction of turbulent data with deep generative models for semantic inpainting from TURB-Rot database
We study the applicability of tools developed by the computer vision community for feature
learning and semantic image inpainting to perform data reconstruction of fluid turbulence …
learning and semantic image inpainting to perform data reconstruction of fluid turbulence …
Finite determining parameters feedback control for distributed nonlinear dissipative systems-a computational study
We present a computational study of a simple finite-dimensional feedback control algorithm
for stabilizing solutions of infinite-dimensional dissipative evolution equations such as …
for stabilizing solutions of infinite-dimensional dissipative evolution equations such as …
A computational study of a data assimilation algorithm for the two-dimensional Navier-Stokes equations
M Gesho, E Olson, ES Titi - Communications in Computational …, 2016 - cambridge.org
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 …
algorithm, based on ideas from feedback control theory, in the context of the two …
Downscaling the 2D Bénard convection equations using continuous data assimilation
We consider a recently introduced continuous data assimilation (CDA) approach for
downscaling a coarse resolution configuration of the 2D Bénard convection equations into a …
downscaling a coarse resolution configuration of the 2D Bénard convection equations into a …
Dynamically learning the parameters of a chaotic system using partial observations
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 …
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
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 …
(AOT) in the context of an unknown viscosity. We determine the large-time error between the …
Data assimilation algorithm for 3D Bénard convection in porous media employing only temperature measurements
In this paper we propose a continuous data assimilation (downscaling) algorithm for the
Bénard convection in porous media using only discrete spatial-mesh measurements of the …
Bénard convection in porous media using only discrete spatial-mesh measurements of the …
On the Charney conjecture of data assimilation employing temperature measurements alone: the paradigm of 3D planetary geostrophic model
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 …
observations are not available is an important problem in meteorology and engineering. We …