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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 …
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 …
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 …
Reconstructing Rayleigh–Bénard flows out of temperature-only measurements using physics-informed neural networks
We investigate the capabilities of Physics-Informed Neural Networks (PINNs) to reconstruct
turbulent Rayleigh–Bénard flows using only temperature information. We perform a …
turbulent Rayleigh–Bénard flows using only temperature information. We perform a …
A data assimilation algorithm for the subcritical surface quasi-geostrophic equation
In this article, we prove that data assimilation by feedback nudging can be achieved for the
three-dimensional quasi-geostrophic equation in a simplified scenario using only large …
three-dimensional quasi-geostrophic equation in a simplified scenario using only large …
Global in time stability and accuracy of IMEX-FEM data assimilation schemes for Navier–Stokes equations
We study numerical schemes for incompressible Navier–Stokes equations using IMEX
temporal discretizations, finite element spatial discretizations, and equipped with continuous …
temporal discretizations, finite element spatial discretizations, and equipped with continuous …
Identifying the body force from partial observations of a two-dimensional incompressible velocity field
Using limited observations of the velocity field of the two-dimensional Navier-Stokes
equations, we successfully reconstruct the steady body force that drives the flow. The …
equations, we successfully reconstruct the steady body force that drives the flow. The …
Concurrent MultiParameter Learning Demonstrated on the Kuramoto--Sivashinsky Equation
We develop an algorithm based on the nudging data assimilation scheme for the concurrent
(on-the-fly) estimation of scalar parameters for a system of evolutionary dissipative partial …
(on-the-fly) estimation of scalar parameters for a system of evolutionary dissipative partial …
Convergence analysis of a viscosity parameter recovery algorithm for the 2D Navier–Stokes equations
VR Martinez - Nonlinearity, 2022 - iopscience.iop.org
In this paper, the convergence of an algorithm for recovering the unknown kinematic
viscosity of a two-dimensional incompressible, viscous fluid is studied. The algorithm of …
viscosity of a two-dimensional incompressible, viscous fluid is studied. The algorithm of …
Efficient dynamical downscaling of general circulation models using continuous data assimilation
Continuous data assimilation (CDA) is successfully implemented for the first time for efficient
dynamical downscaling of a global atmospheric reanalysis. A comparison of the …
dynamical downscaling of a global atmospheric reanalysis. A comparison of the …