×

Recursive POD expansion for the advection-diffusion-reaction equation. (English) Zbl 1475.74125

Summary: This paper deals with the approximation of advection-diffusion-reaction equation solution by reduced order methods. We use the Recursive POD approximation for multivariate functions introduced in [M. Azaïez et al., Commun. Comput. Phys. 24, No. 5, 1556–1578 (2018; Zbl 07416706)] and applied to the low tensor representation of the solution of the reaction-diffusion partial differential equation. In this contribution we extend the Recursive POD approximation for multivariate functions with an arbitrary number of parameters, for which we prove general error estimates. The method is used to approximate the solutions of the advection-diffusion-reaction equation. We prove spectral error estimates, in which the spectral convergence rate depends only on the diffusion interval, while the error estimates are affected by a factor that grows exponentially with the advection velocity, and are independent of the reaction rate if this lives in a bounded set. These error estimates are based upon the analyticity of the solution of these equations as a function of the parameters (advection velocity, diffusion, reaction rate). We present several numerical tests, strongly consistent with the theoretical error estimates.

MSC:

74S22 Isogeometric methods applied to problems in solid mechanics
65D15 Algorithms for approximation of functions
65M70 Spectral, collocation and related methods for initial value and initial-boundary value problems involving PDEs
74F10 Fluid-solid interactions (including aero- and hydro-elasticity, porosity, etc.)
Full Text: DOI

References:

[1] R.A. ADAMS, J.J.F FOURNIER, Sobolev Spaces, Academic Press, 2003. · Zbl 1098.46001
[2] D. V. ANOSOV, S. KH. ARANSON, V. I. ARNOLD, I. U. BRONSHTEIN, V. Z. GRINES, YU. S. IL’YASHENKO, Ordinari Differential Equations and Smooth Dynamical Systems. Springer (1991).
[3] AZAÏEZ, M. AND BEN BELGACEM, F., Karhunen-Loève’s truncation error for bivariate func-tions, Computer Methods in Applied Mechanics and Engineering, Vol 290, pp 57-72, 2015 · Zbl 1425.65066
[4] M. AZAÏEZ, F. BEN BELGACEM AND T. CHACÓN REBOLLO., Error Bounds for POD expan-sions of parameterized transient temperatures CMAME. 305 (2016) 501-511 · Zbl 1425.74446
[5] M. AZAÏEZ, F. BEN BELGACEM, T. CHACÓN REBOLLO, Recursive POD expansion for reaction-diffusion equation, Adv.Model. and Simul. in Eng. Sci. (2016) 3:3. DOI 10.1186/s40323-016-0060-1 · doi:10.1186/s40323-016-0060-1
[6] M. BALAJEWICZ, A new approach to model order reduction of the Navier-Stokes Equations, PhD thesis, Duke University, Durham, 2012.
[7] D. BELTON, Improving and extending the information on principal component analysis for local neighborhoods in 3D point clouds, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 37 (2008), B5: 477 ff.
[8] G. BERKOOZ, P. HOLMES, J.L. LUMLEY, The proper orthogonal decomposition in the analysis of turbulent flows, Annu. Rev. Fluid Mech. 25 (1993), pp. 539-575.
[9] Bernardi, C. and Maday, Y., Approximations spectrales de problèmes aux limites elliptiques, Mathématiques et applications, Springer, Paris, Berlin, Heidelberg, 1992. · Zbl 0773.47032
[10] F. CHINESTA, A. AMMAR, A. LEYGUE, R. KEUNINGS, An overview of the proper generalized decomposition with applications in computational rheology, J. Non-Newtonian Fluid Mech. 166 (2011), pp. 578-592. · Zbl 1359.76219
[11] A. COHEN AND R. DEVORE, Kolmogorov widths under holomorphic mappings, IMAJ. Numer. Anal., 36 (2016), pp. 112.
[12] A. COHEN, R. DEVORE AND CH. SCHWAB, Analytic regularity and polynomial approximation of parametric and stochastic elliptic PDEs, Analysis and Applications. Vol. 09, Issue 01, January 2011 · Zbl 1219.35379
[13] L. DE LATHAWER, B. DE MOOR, J. VANDEWALLE, On the best rank-1 and rank-(R 1 ,R 2 ,••• ,R N ) approximation of higher-order tensors, SIAM J. Matrix. Anal. Appl. 21 (2000), pp. 1324-1342. · Zbl 0958.15026
[14] L. DE LATHAWER, B. DE MOOR, J. VANDEWALLE, A multilinear singular value decomposition, SIAM J. Matrix. Anal. Appl. 21 (2000), pp. 1253-1278. · Zbl 0962.15005
[15] C. A. J. FLETCHER, Computational Techniques for Fluid Dynamics 1 Fundamental and General Techniques, Springer-Verlag. 1988. · Zbl 0706.76001
[16] G.H. GOLUB, C.F. VAN LOAN, Matrix Computations, Johns Hopkins University Press, Balti-more, MD, 1996. · Zbl 0865.65009
[17] C. HEYBERGER, P.A. BOUCARD, D. NÉRON, Multiparametric analysis within the proper gener-alized decomposition framework, Comput. Mech. 49 (2012), pp. 277-289. · Zbl 1246.80011
[18] I.T. JOLLIFFE, Principal Component Analysis, New York, Springer Verlag, 1986. · Zbl 1011.62064
[19] M. KIRBY, L. SIROVICH, Application of the Karhunen-Loève procedure for the characterization of human faces, IEEE Transactions on Pattern Analysis and Machine Intelligence, 12 (1990), pp. 103-108.
[20] G. LITTLE, J. B. READE, Eigenvalues of analytic kernels. SIAM J Math Anal. 15 (1984), pp. 133-6. · Zbl 0536.45004
[21] M.M. LOÈVE, Probability Theory, Van Nostrand, Princeton, NJ, 1988.
[22] J. MERCER, Functions of positive and negative type and their connection with the theory of integral equations, Phil. Trans. Royal Society, 209 (1909), pp. 415-446. · JFM 40.0408.02
[23] M. MÜLLER, On the POD Method: An abstract investigation with applications to reduced-order modeling and suboptimal control, PhD thesis, Georg-August Universität, Göttingen, 2008.
[24] Trefethen, L. N., Approximation theory and approximation practice. Software, Environments, and Tools., Society for Industrial and Applied Mathematics (SIAM), Philadel-phia, PA, 2013. · Zbl 1264.41001
[25] S. ULLMANN, J. LANG, POD-Galerkin modeling and sparse-grid collocation for a natural convec-tion problem with stochastic boundary conditions, Lecture Notes in Computational Science and Engineering 97, pp. 295-315. · Zbl 1329.76192
[26] N. VANNIEUWENHOVEN, R. VADEBRIL, K. MEERBERGEN A new truncation strategy for the higher-order singular value decomposition, SIAM J. SCi. Comput, Vol. 34, No. 2, pp. A1027A1052, 2012. · Zbl 1247.65055
[27] S. VOLKWEIN, Proper Orthogonal Decomposition and Singular Value Decomposition. Rapport technique 153, Institut fr Mathematik, universit de Graz, 1999. · Zbl 0949.93039
[28] H. WOLFGANG, Tensor spaces and numerical tensor calculus. Springer series in computational mathematics, V 42, 2012 · Zbl 1244.65061
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.