A number of approaches for discretizing partial differential equations with random data are based on generalized polynomial chaos expansions of random variables. These constitute generalizations of the polynomial chaos expansions introduced by Norbert Wiener to expansions in polynomials orthogonal with respect to non-Gaussian probability measures. We present conditions on such measures which imply mean-square convergence of generalized polynomial chaos expansions to the correct limit and complement these with illustrative examples.
Mots clés : equations with random data, polynomial chaos, generalized polynomial chaos, Wiener-Hermite expansion, Wiener integral, determinate measure, moment problem, stochastic Galerkin method, spectral elements
@article{M2AN_2012__46_2_317_0, author = {Ernst, Oliver G. and Mugler, Antje and Starkloff, Hans-J\"org and Ullmann, Elisabeth}, title = {On the convergence of generalized polynomial chaos expansions}, journal = {ESAIM: Mathematical Modelling and Numerical Analysis }, pages = {317--339}, publisher = {EDP-Sciences}, volume = {46}, number = {2}, year = {2012}, doi = {10.1051/m2an/2011045}, mrnumber = {2855645}, zbl = {1273.65012}, language = {en}, url = {http://archive.numdam.org/articles/10.1051/m2an/2011045/} }
TY - JOUR AU - Ernst, Oliver G. AU - Mugler, Antje AU - Starkloff, Hans-Jörg AU - Ullmann, Elisabeth TI - On the convergence of generalized polynomial chaos expansions JO - ESAIM: Mathematical Modelling and Numerical Analysis PY - 2012 SP - 317 EP - 339 VL - 46 IS - 2 PB - EDP-Sciences UR - http://archive.numdam.org/articles/10.1051/m2an/2011045/ DO - 10.1051/m2an/2011045 LA - en ID - M2AN_2012__46_2_317_0 ER -
%0 Journal Article %A Ernst, Oliver G. %A Mugler, Antje %A Starkloff, Hans-Jörg %A Ullmann, Elisabeth %T On the convergence of generalized polynomial chaos expansions %J ESAIM: Mathematical Modelling and Numerical Analysis %D 2012 %P 317-339 %V 46 %N 2 %I EDP-Sciences %U http://archive.numdam.org/articles/10.1051/m2an/2011045/ %R 10.1051/m2an/2011045 %G en %F M2AN_2012__46_2_317_0
Ernst, Oliver G.; Mugler, Antje; Starkloff, Hans-Jörg; Ullmann, Elisabeth. On the convergence of generalized polynomial chaos expansions. ESAIM: Mathematical Modelling and Numerical Analysis , Tome 46 (2012) no. 2, pp. 317-339. doi : 10.1051/m2an/2011045. http://archive.numdam.org/articles/10.1051/m2an/2011045/
[1] Identification of Bayesian posteriors for coefficients of chaos expansions. J. Comput. Phys. 229 (2010) 3134-3154. | MR | Zbl
, and ,[2] Galerkin finite element approximations of stochastic elliptic partial differential equations. SIAM J. Numer. Anal. 42 (2004) 800-825. | MR | Zbl
, and ,[3] Solving elliptic boundary value problems with uncertain coefficients by the finite element method: The stochastic formulation. Comput. Methods Appl. Mech. Engrg. 194 (2005) 1251-1294. | MR | Zbl
, and ,[4] Moment problems and polynomial approximation. Ann. Fac. Sci. Toulouse Math. (Numéro spécial Stieltjes) 6 (1996) 9-32. | Numdam | MR | Zbl
,[5] Density questions in the classical theory of moments. Ann. Inst. Fourier 31 (1981) 99-114. | Numdam | MR | Zbl
and ,[6] Functional Analysis for Probability and Stochastic Processes. Cambridge University Press, Cambridge UK (2005). | MR | Zbl
,[7] The orthogonal development of non-linear functionals in series of Fourier-Hermite functionals. Ann. Math. 48 (1947) 385-392. | MR | Zbl
and ,[8] An Introduction to Orthogonal Polynomials. Gordon and Breach, New York (1978). | MR | Zbl
,[9] A note on the theory of moment generating functions. Ann. Stat. 13 (1942) 430-433. | MR | Zbl
,[10] B.J. Debusschere, H.N. Najm, Ph.P. Pébay, O.M. Knio, R.G. Ghanem and O.P. le Maître, Numerical challenges in the use of polynomial chaos representations for stochastic processes. SIAM J. Sci. Comput. 26 (2004) 698-719. | MR | Zbl
[11] On the accuracy of the polynomial chaos expansion. Probab. Engrg. Mech. 19 (2004) 65-80.
and ,[12] Orthogonal Polynomials. Akademiai, Budapest (1971).
,[13] Orthogonal Polynomials: Computation and Approximation. Oxford University Press (2004). | MR | Zbl
,[14] Stochastic Finite Elements: A Spectral Approach. Springer-Verlag, New York (1991). | MR | Zbl
and ,[15] On the moment problem. Bernoulli 8 (2002) 407-421. | MR | Zbl
,[16] Brownian Motion. Springer, New York (1980). | MR | Zbl
,[17] Multiple Wiener integral. J. Math. Soc. Jpn 3 (1951) 157-169. | MR | Zbl
,[18] Gaussian Hilbert Spaces. Cambridge University Press, Cambridge (1997). | MR | Zbl
,[19] Foundations of Modern Probability, 2nd edition. Springer-Verlag, New York (2002). | MR | Zbl
,[20] Stochastic Filtering Theory. Springer, New York (1980). | MR | Zbl
,[21] Spectral/hp Element Methods for Computational Fluid Dynamics, 2nd edition. Oxford University Press (2005). | MR | Zbl
and ,[22] Generalized polynomial chaos solution for differential equations with random inputs. Technical Report 2005-1, Seminar for Applied Mathematics, ETH Zürich, Zürich, Switzerland (2005).
, , , , and ,[23] Grundbegriffe der Wahrscheinlichkeitsrechnung. Springer, Berlin (1933). | JFM | MR | Zbl
,[24] On the moment problems. Stat. Probab. Lett. 35 (1997) 85-90. Correction: G.D. Lin, On the moment problems. Stat. Probab. Lett. 50 (2000) 205. | MR | Zbl
,[25] Wiener's contributions to generalized harmonic analysis, prediction theory and filter theory. Bull. Amer. Math. Soc. 72 (1966) 73-125. | MR | Zbl
,[26] P.R. Masani, Norbert Wiener, 1894-1964. Number 5 in Vita mathematica, Birkhäuser (1990). | MR | Zbl
[27] Finite elements for stochastic media problems. Comput. Methods Appl. Mech. Engrg. 168 (1999) 3-17. | MR | Zbl
and ,[28] On elliptic partial differential equations with random coefficients, Stud. Univ. Babes-Bolyai Math. 56 (2011) 473-487. | MR
and ,[29] A spectral element method for fluid dynamics - laminar flow in a channel expansion. J. Comput. Phys. 54 (1984) 468-488. | Zbl
,[30] Fourier Transforms in the Complex Domain. Number XIX in Colloquium Publications. Amer. Math. Soc. (1934). | Zbl
and ,[31] On the relation between the multidimensional moment problem and the one-dimensional moment problem. Math. Scand. 51 (1982) 361-366. | EuDML | MR | Zbl
,[32] Methods of modern mathematical physics, Functional analysis 1. Academic press, New York (1972). | Zbl
and ,[33] Sur le problème des moments et le théorème de Parseval correspondant. Acta Litt. Ac. Scient. Univ. Hung. 1 (1923) 209-225. | JFM
,[34] A reproducing kernel condition for indeterminacy in the multidimensional moment problem. Proc. Amer. Math. Soc. 135 (2007) 3967-3975. | MR | Zbl
,[35] Tensor algebras over Hilbert spaces. I, Trans. Amer. Math. Soc. 81 (1956) 106-134. | MR | Zbl
,[36] Probability. Springer-Verlag, New York (1996). | MR | Zbl
,[37] Numerical integration over a semi-infinite interval using the lognormal distribution. Numer. Math. 31 (1978) 71-76. | EuDML | MR | Zbl
,[38] Physical systems with random uncertainties: Chaos representations with arbitrary probability measures. SIAM J. Sci. Comput. 26 (2004) 395-410. | MR | Zbl
and ,[39] On the number of independent basic random variables for the approximate solution of random equations, in Celebration of Prof. Dr. Wilfried Grecksch's 60th Birthday, edited by C. Tammer and F. Heyde. Shaker Verlag, Aachen (2008) 195-211. | Zbl
,[40] Counterexamples in Probability, 2nd edition. John Wiley & Sons Ltd., Chichester, UK (1997). | MR | Zbl
,[41] Orthogonal Polynomials. American Mathematical Society, Providence, Rhode Island (1939). | MR
,[42] Convergence rates for sparse chaos approximations of elliptic problems with stochastic coefficients. IMA J. Numer. Anal. 27 (2007) 232-261. | MR | Zbl
and ,[43] Differential space. J. Math. Phys. 2 (1923) 131-174.
,[44] Generalized harmonic analysis. Acta Math. 55 (1930) 117-258. | JFM | MR
,[45] The homogeneous chaos. Amer. J. Math. 60 (1938) 897-936. | JFM | MR
,[46] High-order collocation methods for differential equations with random inputs. SIAM J. Sci. Comput. 27 (2005) 1118-1139. | MR | Zbl
and ,[47] Modeling uncertainty in steady state diffusion problems via generalized polynomial chaos. Comput. Methods Appl. Mech. Engrg. 191 (2002) 4927-4948. | MR | Zbl
and ,[48] The Wiener-Askey polynomial chaos for stochastic differential equations. SIAM J. Sci. Comput. 24 (2002) 619-644. | MR | Zbl
and ,[49] A new stochastic approach to transient heat conduction modeling with uncertainty. Int. J. Heat Mass Trans. 46 (2003) 4681-4693. | Zbl
and ,[50] Modeling uncertainty in flow simulations via generalized polynomial chaos. J. Comput. Phy. 187 (2003) 137-167. | MR | Zbl
and ,[51] Stochastic modeling of flow-structure interactions using generalized polynomial chaos. J. Fluids Eng. 124 (2002) 51-59.
, , and ,[52] Performance evaluation of generalized polynomial chaos, in Computational Science - ICCS 2003, Lecture Notes in Computer Science 2660, edited by P.M.A. Sloot, D. Abramson, A.V. Bogdanov, J.J. Dongarra, A.Y. Zomaya and Y.E. Gorbachev. Springer-Verlag (2003). | MR | Zbl
, , and ,[53] On orthogonal polynomials in several variables, in Special functions, q-series, and related topics, edited by M. Ismail, D.R. Masson and M. Rahman. Fields Institute Communications 14 (1997) 247-270. | MR | Zbl
,Cité par Sources :