Title
An adaptive high-order piecewise polynomial based sparse grid collocation method with applications
Abstract
This paper constructs adaptive sparse grid collocation method onto arbitrary order piecewise polynomial space. The sparse grid method is a popular technique for high dimensional problems, and the associated collocation method has been well studied in the literature. The contribution of this work is the introduction of a systematic framework for collocation onto high-order piecewise polynomial space that is allowed to be discontinuous. We consider both Lagrange and Hermite interpolation methods on nested collocation points. Our construction includes a wide range of function space, including those used in sparse grid continuous finite element method. Error estimates are provided, and the numerical results in function interpolation, integration and some benchmark problems in uncertainty quantification are used to compare different collocation schemes.
Year
DOI
Venue
2021
10.1016/j.jcp.2020.109770
Journal of Computational Physics
Keywords
DocType
Volume
High-dimensional model,Adaptive sparse grid,Piecewise polynomial,Collocation method,Multiresolution analysis
Journal
433
ISSN
Citations 
PageRank 
0021-9991
0
0.34
References 
Authors
0
3
Name
Order
Citations
PageRank
Tao Zhanjing100.34
Jiang Yan200.34
Yingda Cheng320120.27