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Computer Methods in Applied Mechanics and Engineering
Article . 2012 . Peer-reviewed
License: Elsevier TDM
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Article . 2012
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https://dx.doi.org/10.48550/ar...
Article . 2011
License: arXiv Non-Exclusive Distribution
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Sparse pseudospectral approximation method

Authors: Constantine, Paul G.; Eldred, Michael; Phipps, Eric;

Sparse pseudospectral approximation method

Abstract

Multivariate global polynomial approximations - such as polynomial chaos or stochastic collocation methods - are now in widespread use for sensitivity analysis and uncertainty quantification. The pseudospectral variety of these methods uses a numerical integration rule to approximate the Fourier-type coefficients of a truncated expansion in orthogonal polynomials. For problems in more than two or three dimensions, a sparse grid numerical integration rule offers accuracy with a smaller node set compared to tensor product approximation. However, when using a sparse rule to approximately integrate these coefficients, one often finds unacceptable errors in the coefficients associated with higher degree polynomials. By reexamining Smolyak's algorithm and exploiting the connections between interpolation and projection in tensor product spaces, we construct a sparse pseudospectral approximation method that accurately reproduces the coefficients of basis functions that naturally correspond to the sparse grid integration rule. The compelling numerical results show that this is the proper way to use sparse grid integration rules for pseudospectral approximation.

Country
United States
Keywords

pseudospectral methods, Bioresource and Agricultural Engineering, Finite element, Rayleigh-Ritz, Galerkin and collocation methods for ordinary differential equations, uncertainty quantification, sparse grids, Non-intrusive spectral projection, Sparse grids, Polynomial chaos, Numerical Analysis (math.NA), non-intrusive spectral projection, polynomial chaos, stochastic collocation, 510, 004, Stochastic collocation, FOS: Mathematics, Mathematics - Numerical Analysis, Pseudospectral methods, Uncertainty quantification

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
152
Top 1%
Top 1%
Top 1%
Green
bronze