Continuous Data Assimilation Using General Interpolant Observables
@article{Azouani2014ContinuousDA, title={Continuous Data Assimilation Using General Interpolant Observables}, author={Abderrahim Azouani and Eric Olson and Edriss S. Titi}, journal={Journal of Nonlinear Science}, year={2014}, volume={24}, pages={277-304} }
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 two-dimensional Navier–Stokes equations. These ideas are motivated by the fact that dissipative dynamical systems possess finite numbers of determining parameters (degrees of freedom) such as modes, nodes and local spatial averages which govern their long-term…
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References
SHOWING 1-10 OF 65 REFERENCES
Continuous data assimilation with stochastically noisy data
- Mathematics
- 2015
We analyse 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…
Feedback Control of Nonlinear Dissipative Systems by Finite Determining Parameters - A Reaction-diffusion Paradigm
- Mathematics
- 2013
We introduce here a simple finite-dimensional feedback control scheme for stabilizing solutions of infinite-dimensional dissipative evolution equations, such as reaction-diffusion systems, the…
Accuracy and stability of the continuous-time 3DVAR filter for the Navier–Stokes equation
- Mathematics
- 2013
The 3DVAR filter is prototypical of methods used to combine observed data with a dynamical system, online, in order to improve estimation of the state of the system. Such methods are used for high…
Estimating the number of asymptotic degrees of freedom for nonlinear dissipative systems
- MathematicsMath. Comput.
- 1997
We show that the long-time behavior of the projection of the exact solutions to the Navier-Stokes equations and other dissipative evolution equations on the finite-dimensional space of interpolant…
Determining Modes for Continuous Data Assimilation in 2D Turbulence
- Environmental Science
- 2003
We study the number of determining modes necessary for continuous data assimilation in the two-dimensional incompressible Navier–Stokes equations. Our focus is on how the spatial structure of the…
A determining form for the two-dimensional Navier-Stokes equations: The Fourier modes case
- Mathematics
- 2012
The determining modes for the two-dimensional incompressible Navier-Stokes equations (NSE) are shown to satisfy an ordinary differential equation (ODE) of the form dv/dt = F(v), in the Banach space,…
Estimates on enstrophy, palinstrophy, and invariant measures for 2-D turbulence ✩
- Mathematics, Environmental Science
- 2010
Determination of the solutions of the Navier-Stokes equations by a set of nodal values
- Mathematics
- 1984
We consider the Navier-Stokes equations of a viscous incompresible fluid, and we want to see to what extent these solutions can be determined by a discrete set of nodal values of these solutions. The…