Mesh-free data transfer algorithms for partitioned multiphysics problems: Conservation, accuracy, and parallelism
Abstract
In this study we analyze and extend mesh-free algorithms for three-dimensional data transfer problems in partitioned multiphysics simulations. We first provide a direct comparison between a mesh-based weighted residual method using the common-refinement scheme and two mesh-free algorithms leveraging compactly supported radial basis functions: one using a spline interpolation and one using a moving least square reconstruction. Through the comparison we assess both the conservation and accuracy of the data transfer obtained from each of the methods. We do so for a varying set of geometries with and without curvature and sharp features and for functions with and without smoothness and with varying gradients. Our results show that the mesh-based and mesh-free algorithms are complementary with cases where each was demonstrated to perform better than the other. We then focus on the mesh-free methods by developing a set of algorithms to parallelize them based on sparse linear algebra techniques. This includes a discussion of fast parallel radius searching in point clouds and restructuring the interpolation algorithms to leverage data structures and linear algebra services designed for large distributed computing environments. The scalability of our new algorithms is demonstrated on a leadership class computing facility using a set of basic scalingmore »
- Authors:
-
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Computational Engineering and Energy Sciences Group. Computer Science and Mathematics Division
- Publication Date:
- Research Org.:
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Consortium for Advanced Simulation of LWRs (CASL)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1286741
- Alternate Identifier(s):
- OSTI ID: 1359290
- Grant/Contract Number:
- AC05-00OR22725
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Computational Physics
- Additional Journal Information:
- Journal Volume: 307; Journal ID: ISSN 0021-9991
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 97 MATHEMATICS AND COMPUTING; Data transfer; Multiphysics; Parallel algorithms; Moving least square; Spline interpolation
Citation Formats
Slattery, Stuart R. Mesh-free data transfer algorithms for partitioned multiphysics problems: Conservation, accuracy, and parallelism. United States: N. p., 2015.
Web. doi:10.1016/j.jcp.2015.11.055.
Slattery, Stuart R. Mesh-free data transfer algorithms for partitioned multiphysics problems: Conservation, accuracy, and parallelism. United States. https://doi.org/10.1016/j.jcp.2015.11.055
Slattery, Stuart R. Wed .
"Mesh-free data transfer algorithms for partitioned multiphysics problems: Conservation, accuracy, and parallelism". United States. https://doi.org/10.1016/j.jcp.2015.11.055. https://www.osti.gov/servlets/purl/1286741.
@article{osti_1286741,
title = {Mesh-free data transfer algorithms for partitioned multiphysics problems: Conservation, accuracy, and parallelism},
author = {Slattery, Stuart R.},
abstractNote = {In this study we analyze and extend mesh-free algorithms for three-dimensional data transfer problems in partitioned multiphysics simulations. We first provide a direct comparison between a mesh-based weighted residual method using the common-refinement scheme and two mesh-free algorithms leveraging compactly supported radial basis functions: one using a spline interpolation and one using a moving least square reconstruction. Through the comparison we assess both the conservation and accuracy of the data transfer obtained from each of the methods. We do so for a varying set of geometries with and without curvature and sharp features and for functions with and without smoothness and with varying gradients. Our results show that the mesh-based and mesh-free algorithms are complementary with cases where each was demonstrated to perform better than the other. We then focus on the mesh-free methods by developing a set of algorithms to parallelize them based on sparse linear algebra techniques. This includes a discussion of fast parallel radius searching in point clouds and restructuring the interpolation algorithms to leverage data structures and linear algebra services designed for large distributed computing environments. The scalability of our new algorithms is demonstrated on a leadership class computing facility using a set of basic scaling studies. Finally, these scaling studies show that for problems with reasonable load balance, our new algorithms for both spline interpolation and moving least square reconstruction demonstrate both strong and weak scalability using more than 100,000 MPI processes with billions of degrees of freedom in the data transfer operation.},
doi = {10.1016/j.jcp.2015.11.055},
journal = {Journal of Computational Physics},
number = ,
volume = 307,
place = {United States},
year = {Wed Dec 02 00:00:00 EST 2015},
month = {Wed Dec 02 00:00:00 EST 2015}
}
Web of Science
Works referenced in this record:
The relevance of conservation for stability and accuracy of numerical methods for fluid–structure interaction
journal, September 2003
- Michler, C.; van Brummelen, E. H.; Hulshoff, S. J.
- Computer Methods in Applied Mechanics and Engineering, Vol. 192, Issue 37-38
Conservative Load Projection and Tracking for Fluid-Structure Problems
journal, April 1997
- Cebral, Juan Raul; Lohner, Rainald
- AIAA Journal, Vol. 35, Issue 4
Load and motion transfer algorithms for fluid/structure interaction problems with non-matching discrete interfaces: Momentum and energy conservation, optimal discretization and application to aeroelasticity
journal, April 1998
- Farhat, C.; Lesoinne, M.; Le Tallec, P.
- Computer Methods in Applied Mechanics and Engineering, Vol. 157, Issue 1-2
Common-refinement-based data transfer between non-matching meshes in multiphysics simulations
journal, January 2004
- Jiao, Xiangmin; Heath, Michael T.
- International Journal for Numerical Methods in Engineering, Vol. 61, Issue 14
Conservative interpolation between unstructured meshes via supermesh construction
journal, July 2009
- Farrell, P. E.; Piggott, M. D.; Pain, C. C.
- Computer Methods in Applied Mechanics and Engineering, Vol. 198, Issue 33-36
Multivariate interpolation for fluid-structure-interaction problems using radial basis functions
journal, February 2001
- Beckert, Armin; Wendland, Holger
- Aerospace Science and Technology, Vol. 5, Issue 2
Unified fluid–structure interpolation and mesh motion using radial basis functions
journal, January 2008
- Rendall, T. C. S.; Allen, C. B.
- International Journal for Numerical Methods in Engineering, Vol. 74, Issue 10
Improved radial basis function fluid-structure coupling via efficient localized implementation
journal, June 2009
- Rendall, T. C. S.; Allen, C. B.
- International Journal for Numerical Methods in Engineering, Vol. 78, Issue 10
Evaluation of RBFs for volume data interpolation in CFD: EVALUATION OF RBFS FOR VOLUME DATA INTERPOLATION IN CFD
journal, January 2013
- Rendall, T. C. S.; Allen, C. B.
- International Journal for Numerical Methods in Fluids, Vol. 72, Issue 7
A radial basis function algorithm for simplified fluid-structure data transfer: ELASTO-MECHANICAL DATA TRANSFER
journal, July 2014
- Cordero-Gracia, M.; Gómez, M.; Valero, E.
- International Journal for Numerical Methods in Engineering, Vol. 99, Issue 12
Review of coupling methods for non-matching meshes
journal, January 2007
- de Boer, A.; van Zuijlen, A. H.; Bijl, H.
- Computer Methods in Applied Mechanics and Engineering, Vol. 196, Issue 8
Assessment of conservative load transfer for fluid-solid interface with non-matching meshes
journal, January 2005
- Jaiman, R. K.; Jiao, X.; Geubelle, P. H.
- International Journal for Numerical Methods in Engineering, Vol. 64, Issue 15
Conservative load transfer along curved fluid–solid interface with non-matching meshes
journal, October 2006
- Jaiman, R. K.; Jiao, X.; Geubelle, P. H.
- Journal of Computational Physics, Vol. 218, Issue 1
PetRBF — A parallel O(N) algorithm for radial basis function interpolation with Gaussians
journal, May 2010
- Yokota, Rio; Barba, L. A.; Knepley, Matthew G.
- Computer Methods in Applied Mechanics and Engineering, Vol. 199, Issue 25-28
An interpolation tool for aerodynamic mesh deformation problems based on octree decomposition
journal, December 2012
- Cordero-Gracia, M.; Gómez, M.; Ponsin, J.
- Aerospace Science and Technology, Vol. 23, Issue 1
Overlaying Surface Meshes, part i: Algorithms
journal, December 2004
- Jiao, Xiangmin; Heath, Michael T.
- International Journal of Computational Geometry & Applications, Vol. 14, Issue 06
Overlaying Surface Meshes, part ii: Topology Preservation and Feature Matching
journal, December 2004
- Jiao, Xiangmin; Heath, Michael T.
- International Journal of Computational Geometry & Applications, Vol. 14, Issue 06
Multidimensional binary search trees used for associative searching
journal, September 1975
- Bentley, Jon Louis
- Communications of the ACM, Vol. 18, Issue 9
An overview of the Trilinos project
journal, September 2005
- Heroux, Michael A.; Phipps, Eric T.; Salinger, Andrew G.
- ACM Transactions on Mathematical Software, Vol. 31, Issue 3
GMRES: A Generalized Minimal Residual Algorithm for Solving Nonsymmetric Linear Systems
journal, July 1986
- Saad, Youcef; Schultz, Martin H.
- SIAM Journal on Scientific and Statistical Computing, Vol. 7, Issue 3
Works referencing / citing this record:
Multi-physics coupling simulation in virtual reactors
journal, October 2019
- Xianmeng, Wang; Mingyu, Wu; Xiao, He
- SIMULATION