Abstract
In this paper we propose a continuous data assimilation (downscaling) algorithm for a two-dimensional Bénard convection problem. Specifically we consider the two-dimensional Boussinesq system of a layer of incompressible fluid between two solid horizontal walls, with no-normal flow and stress-free boundary conditions on the walls, and the fluid is heated from the bottom and cooled from the top. In this algorithm, we incorporate the observables as a feedback (nudging) term in the evolution equation of the horizontal velocity. We show that under an appropriate choice of the nudging parameter and the size of the spatial coarse mesh observables, and under the assumption that the observed data are error free, the solution of the proposed algorithm converges at an exponential rate, asymptotically in time, to the unique exact unknown reference solution of the original system, associated with the observed data on the horizontal component of the velocity.
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Albanez, D., Nussenzveig-Lopes, H., Titi, E.S.: Continuous data assimilation for the three-dimensional Navier–Stokes-\(\alpha \) model. Asymptot. Anal. 97(1–2), 139–164 (2016)
Altaf, M.U., Titi, E.S., Gebrael, T., Knio, O., Zhao, L., McCabe, M.F., Hoteit, I.: Downscaling the 2D Bénard convection equations using continuous data assimilation. Computational Geosciences (COMG) (2015). arXiv:1512.04671
Azouani, A., Titi, E.S.: Feedback control of nonlinear dissipative systems by finite determining parameters: a reaction-diffusion paradigm. Evol. Equ. Control Theory 3(4), 579–594 (2014)
Azouani, A., Olson, E., Titi, E.S.: Continuous data assimilation using general interpolant observables. J. Nonlinear Sci. 24(2), 277–304 (2014)
Bessaih, H., Olson, E., Titi, E.S.: Continuous assimilation of data with stochastic noise. Nonlinearity 28, 729–753 (2015)
Cao, C., Kevrekidis, I., Titi, E.S.: Numerical criterion for the stabilization of steady states of the Navier–Stokes equations. Indiana Univ. Math. J. 50, 37–96 (2001)
Charney, J., Halem, J., Jastrow, M.: Use of incomplete historical data to infer the present state of the atmosphere. J. Atmos. Sci. 26, 1160–1163 (1969)
Constantin, P., Foias, C.: Navier–Stokes Equations. Chicago Lectures in Mathematics, University of Chicago Press, Chicago, IL (1988)
Farhat, A., Jolly, M.S., Titi, E.S.: Continuous data assimilation for the 2D Bénard convection through velocity measurements alone. Phys. D 303, 59–66 (2015)
Farhat, A., Lunasin, E., Titi, E.S.: Abridged continuous data assimilation for the 2D Navier–Stokes equations utilizing measurements of only one component of the velocity field. J. Math. Fluid Mech. 18(1), 1–23 (2015)
Farhat, A., Lunasin, E., Titi, E.S.: A note on abridged continuous data assimilation for the 3D subgrid scale \(\alpha \)-models of turbulence, Preprint
Farhat, A., Lunasin, E., Titi, E.S.: Data assimilation algorithm for 3D Bénard convection in porous media employing only temperature measurements. J. Math. Anal. Appl. 438(1), 492–506 (2016)
Foias, C., Manley, O., Temam, R.: Attractors for the Bénard problem: existence and physical bounds on their fractal dimension. Nonlinear Anal. Theory Methods Appl. 11, 939–967 (1987)
Foias, C., Mondaini, C., Titi, E.S.: A discrete data assimilation scheme for the solutions of the 2D Navier–Stokes equations and their statistics. SIAM J. Appl. Dyn. Syst. 15(4), 2109–2142 (2000)
Gesho, M., Olson, E., Titi, E.S.: A computational study of a data assimilation algorithm for the two-dimensional Navier–Stokes equations. Commun. Comput. Phys. 19(4), 1094–1110 (2016)
Ghil, M., Shkoller, B., Yangarber, V.: A balanced diagnostic system compatible with a barotropic prognostic model. Mon. Weather Rev. 105, 1223–1238 (1977)
Ghil, M., Halem, M., Atlas, R.: Time-continuous assimilation of remote-sounding data and its effect on weather forecasting. Mon. Weather Rev. 107, 140–171 (1978)
Jones, D.A., Titi, E.S.: Determining finite volume elements for the 2D Navier–Stokes equations. Phys. D 60, 165–174 (1992)
Leunberger, D.: An introduction to observers. IEEE. Trans. Autom. Control 16, 596–602 (1971)
Lunasin, E., Titi, E.S.: Finite determining parameters feedback control for distributed nonlinear dissipative systems: a computational study, arXiv:1506.03709 [math.AP] (2015)
Markowich, P., Titi, E.S., Trabelsi, S.: Continuous data assimilation for the three-dimensional Brinkman–Forchheimer–Extended Darcy model. Nonlinearity 29(4), 1292–1328 (2016)
Nijmeijer, H.: A dynamic control view of synchronization. Phys. D 154, 219–228 (2001)
Robinson, J.C.: Infinite-Dimensional Dynamical Systems. An Introduction to Dissipative Parabolic PDEs and the Theory of Global Attractors. Cambridge Texts in Applied Mathematics. Cambridge University Press, Cambridge (2001)
Temam, R.: Infinite-Dimensional Dynamical Systems in Mechanics and Physics, 2nd edition, Applied Mathematical Sciences, vol. 68. Springer, New York (1997)
Temam, R.: Navier–Stokes Equations and Nonlinear Functional Analysis, second ed., CBMS-NSF Regional Conference Series in Applied Mathematics, 66, Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA (1995)
Temam, R.: Navier-Stokes Equations: Theory and Numerical Analysis, AMS Chelsea Publishing, Providence, RI (2001), Reprint of the 1984 edition
Thau, F.E.: Observing the state of non-linear dynamic systems. Int. J. Control 17, 471–479 (1973)
Acknowledgements
The work of A.F. is supported in part by the NSF Grant DMS-1418911. The work of E.L. is supported in part by the ONR Grant N0001416WX01475 and the ONR Grant N0001416WX00796. The work of E.S.T. is supported in part by the ONR Grant N00014-15-1-2333 and the NSF Grants DMS-1109640 and DMS-1109645.
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Communicated by Paul Newton.
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Farhat, A., Lunasin, E. & Titi, E.S. Continuous Data Assimilation for a 2D Bénard Convection System Through Horizontal Velocity Measurements Alone. J Nonlinear Sci 27, 1065–1087 (2017). https://doi.org/10.1007/s00332-017-9360-y
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DOI: https://doi.org/10.1007/s00332-017-9360-y
Keywords
- Bénard convection
- Boussinesq system
- Continuous data assimilation
- Signal synchronization
- Nudging
- Downscaling