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Sparse finite element approximation of high-dimensional transport-dominated diffusion problems

Published online by Cambridge University Press:  30 July 2008

Christoph Schwab
Affiliation:
Seminar für Angewandte Mathematik, Eidgenössische Technische Hochschule, 8092 Zürich, Switzerland. [email protected]; [email protected]
Endre Süli
Affiliation:
University of Oxford, Computing Laboratory, Wolfson Building, Parks Road, Oxford OX1 3QD, UK. [email protected]
Radu Alexandru Todor
Affiliation:
Seminar für Angewandte Mathematik, Eidgenössische Technische Hochschule, 8092 Zürich, Switzerland. [email protected]; [email protected]
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Abstract

We develop the analysis of stabilized sparse tensor-productfinite element methods for high-dimensional,non-self-adjoint and possibly degenerate second-order partialdifferential equations of the form $-a:\nabla\nabla u + b \cdot \nabla u + cu = f(x)$ , $x \in\Omega = (0,1)^d \subset \mathbb{R}^d$ ,where $a \in \mathbb{R}^{d\times d}$ is a symmetric positive semidefinite matrix,using piecewise polynomials ofdegree p ≥ 1. Our convergence analysis is based on newhigh-dimensional approximation results in sparse tensor-productspaces. We show that the error between the analytical solution u and its stabilizedsparse finite element approximation u h on a partition ofΩ of mesh size h = hL = 2-L satisfies thefollowing bound in the streamline-diffusion norm $|||\cdot|||_{\rm SD}$ ,provided u belongs to the space $\mathcal{H}^{k+1}(\Omega)$ of functionswith square-integrable mixed (k+1)st derivatives: \[|||u-u_h|||_{\rm SD}\leq C_{p,t} d^2 \max\{(2-p)_+,\kappa_0^{d-1},\kappa_1^d\} (|\sqrt{a}| h_L^t+ |b|^{\frac{1}{2}} h_L^{t+\frac{1}{2}} + c^{\frac{1}{2}} h_L^{t+1} \!)|u|_{\mathcal{H}^{t+1}(\Omega)}, \qquad \qquad \qquad\] where $\kappa_i=\kappa_i(p,t,L)$ , i=0,1, and $1 \leq t \leq \min(k,p)$ .We show, under various mild conditionsrelating L to p, L to d, or p to d,that in the case of elliptic transport-dominateddiffusion problems $\kappa_0, \kappa_1 \in (0,1)$ , and hence for p ≥ 1 the'error constant' $C_{p,t} d^2 \max\{(2-p)_+,\kappa_0^{d-1},\kappa_1^d\}$ exhibits exponential decay as d → ∞; in the case of ageneral symmetric positive semidefinite matrix a,the error constant is shown to grow no faster than $\mathcal{O}(d^2)$ .In any case, in the absence of assumptions that relate L, p and d,the error $|||u - u_h|||_{\rm SD}$ is still bounded by $\kappa_\ast^{d-1}|\log_2 h_L|^{d-1}\mathcal{O}(|\sqrt{a}| h_L^t+ |b|^{\frac{1}{2}} h_L^{t+\frac{1}{2}}+c^{\frac{1}{2}} h_L^{t+1})$ , where $\kappa_\ast \in (0,1)$ for all L, p, d ≥ 2.

Type
Research Article
Copyright
© EDP Sciences, SMAI, 2008

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References

Babenko, K., Approximation by trigonometric polynomials is a certain class of periodic functions of several variables. Soviet Math. Dokl. 1 (1960) 672675. Russian original in Dokl. Akad. Nauk SSSR 132 (1960) 982–985.
Barrett, J.W. and Süli, E., Existence of global weak solutions to kinetic models of dilute polymers. Multiscale Model. Simul. 6 (2007) 506546. CrossRef
Barrett, J.W., Schwab, C. and Süli, E., Existence of global weak solutions for some polymeric flow models. Math. Models Methods Appl. Sci. 15 (2005) 939983. CrossRef
R.F. Bass, Diffusion and Elliptic Operators. Springer-Verlag, New York (1997).
T.S. Blyth and E.F. Robertson, Further Linear Algebra. Springer-Verlag, London (2002).
H.-J. Bungartz, Finite elements of higher order on sparse grids. Habilitation thesis, Informatik, TU München, Aachen: Shaker Verlag (1998).
Bungartz, H.-J. and Griebel, M., Sparse grids. Acta Numer. 13 (2004) 1123. CrossRef
DeVore, R., Konyagin, S. and Temlyakov, V., Hyperbolic wavelet approximation. Constr. Approx. 14 (1998) 126. CrossRef
Dick, J., Sloan, I.H., Wang, X. and Woźniakowski, H., Good lattice rules in weighted Korobov spaces with general weights. Numer. Math. 103 (2006) 6397. CrossRef
J. Elf, P. Lötstedt and P. Sjöberg, Problems of high dimension in molecular biology, in Proceedings of the 19th GAMM-Seminar Leipzig, W. Hackbusch Ed. (2003) 21–30.
M. Griebel, Sparse grids and related approximation schemes for higher dimensional problems, in Foundations of Computational Mathematics 2005, L.-M. Pardo, A. Pinkus, E. Süli, M. Todd Eds., Cambridge University Press (2006) 106–161.
Hoang, V.H. and Schwab, C., High dimensional finite elements for elliptic problems with multiple scales. Multiscale Model. Simul. 3 (2005) 168194. CrossRef
L. Hörmander, The Analysis of Linear Partial Differential Operators II: Differential Operators with Constant Coefficients. Springer-Verlag, Berlin, Reprint of the 1983 edition (2005).
Houston, P. and Süli, E., Stabilized hp-finite element approximation of partial differential equations with non-negative characteristic form. Computing 66 (2001) 99119. CrossRef
Houston, P., Schwab, C. and Süli, E., Discontinuous hp-finite element methods for advection-diffusion-reaction problems. SIAM J. Numer. Anal. 39 (2002) 21332163. CrossRef
B. Lapeyre, É. Pardoux and R. Sentis, Introduction to Monte-Carlo Methods for Transport and Diffusion Equations, Oxford Texts in Applied and Engineering Mathematics. Oxford University Press, Oxford (2003).
Laurençot, P. and Mischler, S., The continuous coagulation fragmentation equations with diffusion. Arch. Rational Mech. Anal. 162 (2002) 4599.
Le Bris, C. and Lions, P.-L., Renormalized solutions of some transport equations with W1,1 velocities and applications. Annali di Matematica 183 (2004) 97130. CrossRef
E. Novak and K. Ritter, The curse of dimension and a universal method for numerical integration, in Multivariate Approximation and Splines, G. Nürnberger, J. Schmidt and G. Walz Eds., International Series in Numerical Mathematics, Birkhäuser, Basel (1998) 177–188.
O.A. Oleĭnik and E.V. Radkevič, Second Order Equations with Nonnegative Characteristic Form. American Mathematical Society, Providence, RI (1973).
H.-C. Öttinger, Stochastic Processes in Polymeric Fluids. Springer-Verlag, New York (1996).
H.-G. Roos, M. Stynes and L. Tobiska, Numerical Methods for Singularly Perturbed Differential Equations. Convection-Diffusion and Flow Problems, Springer Series in Computational Mathematics 24. Springer-Verlag, New York (1996).
C. Schwab, p- and hp-Finite Element Methods: Theory and Applications in Solid and Fluid Mechanics, Numerical Methods and Scientific Computation. Clarendon Press, Oxford (1998).
Smolyak, S., Quadrature and interpolation formulas for products of certain classes of functions. Soviet Math. Dokl. 4 (1963) 240243. Russian original in Dokl. Akad. Nauk SSSR 148 (1963) 1042–1045.
E. Süli, Finite element approximation of high-dimensional transport-dominated diffusion problems, in Foundations of Computational Mathematics 2005, L.-M. Pardo, A. Pinkus, E. Süli, M. Todd Eds., Cambridge University Press (2006) 343–370. Available at: http://web.comlab.ox.ac.uk/oucl/publications/natr/index.html
E. Süli, Finite element algorithms for transport-diffusion problems: stability, adaptivity, tractability, in Invited Lecture at the International Congress of Mathematicians, Madrid, 22–30 August 2006. Available at: http://web.comlab.ox.ac.uk/work/endre.suli/Suli-ICM2006.pdf
V. Temlyakov, Approximation of functions with bounded mixed derivative, in Proc. Steklov Inst. of Math. 178, American Mathematical Society, Providence, RI (1989).
N.G. van Kampen, Stochastic Processes in Physics and Chemistry. Elsevier, Amsterdam (1992).
von Petersdorff, T. and Schwab, C., Numerical solution of parabolic equations in high dimensions. ESAIM: M2AN 38 (2004) 93128. CrossRef
Wasilkowski, G. and Woźniakowski, H., Explicit cost bounds of algorithms for multivariate tensor product problems. J. Complexity 11 (1995) 156. CrossRef
C. Zenger, Sparse grids, in Parallel Algorithms for Partial Differential Equations, W. Hackbusch Ed., Notes on Numerical Fluid Mechanics 31, Vieweg, Braunschweig/Wiesbaden (1991).
G.W. Zumbusch, A sparse grid PDE solver, in Advances in Software Tools for Scientific Computing, H.P. Langtangen, A.M. Bruaset and E. Quak Eds., Lecture Notes in Computational Science and Engineering 10, Springer, Berlin (Proceedings SciTools '98) (2000) 133–177.