Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis
This paper introduces the graph grammar based model for developing multi-thread multi-frontal parallel direct solver for two dimensional isogeometric finite element method. Execution of the solver algorithm has been expressed as the sequence of graph grammar productions. At the beginning productions...
| Main Authors: | , , |
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| Format: | Conference Paper |
| Published: |
2012
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| Online Access: | http://hdl.handle.net/20.500.11937/51461 |
| _version_ | 1848758703285600256 |
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| author | Kuznik, K. Paszynski, M. Calo, Victor |
| author_facet | Kuznik, K. Paszynski, M. Calo, Victor |
| author_sort | Kuznik, K. |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | This paper introduces the graph grammar based model for developing multi-thread multi-frontal parallel direct solver for two dimensional isogeometric finite element method. Execution of the solver algorithm has been expressed as the sequence of graph grammar productions. At the beginning productions construct the elimination tree with leaves corresponding to finite elements. Following sequence of graph grammar productions generates element frontal matrices at leaf nodes, merges matrices at parent nodes and eliminates rows corresponding to fully assembled degrees of freedom. Finally, there are graph grammar productions responsible for root problem solution and recursive backward substitutions. Expressing the solver algorithm by graph grammar productions allows us to explore the concurrency of the algorithm. The graph grammar productions are grouped into sets of independent tasks that can be executed concurrently. The resulting concurrent multi-frontal solver algorithm is implemented and tested on NVIDIA GPU, providing O(NlogN) execution time complexity where N is the number of degrees of freedom. We have confirmed this complexity by solving up to 1 million of degrees of freedom with 448 cores GPU. © 2012 Published by Elsevier Ltd. |
| first_indexed | 2025-11-14T09:48:12Z |
| format | Conference Paper |
| id | curtin-20.500.11937-51461 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T09:48:12Z |
| publishDate | 2012 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-514612018-03-05T09:08:04Z Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis Kuznik, K. Paszynski, M. Calo, Victor This paper introduces the graph grammar based model for developing multi-thread multi-frontal parallel direct solver for two dimensional isogeometric finite element method. Execution of the solver algorithm has been expressed as the sequence of graph grammar productions. At the beginning productions construct the elimination tree with leaves corresponding to finite elements. Following sequence of graph grammar productions generates element frontal matrices at leaf nodes, merges matrices at parent nodes and eliminates rows corresponding to fully assembled degrees of freedom. Finally, there are graph grammar productions responsible for root problem solution and recursive backward substitutions. Expressing the solver algorithm by graph grammar productions allows us to explore the concurrency of the algorithm. The graph grammar productions are grouped into sets of independent tasks that can be executed concurrently. The resulting concurrent multi-frontal solver algorithm is implemented and tested on NVIDIA GPU, providing O(NlogN) execution time complexity where N is the number of degrees of freedom. We have confirmed this complexity by solving up to 1 million of degrees of freedom with 448 cores GPU. © 2012 Published by Elsevier Ltd. 2012 Conference Paper http://hdl.handle.net/20.500.11937/51461 10.1016/j.procs.2012.04.160 http://creativecommons.org/licenses/by-nc-nd/3.0/ fulltext |
| spellingShingle | Kuznik, K. Paszynski, M. Calo, Victor Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis |
| title | Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis |
| title_full | Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis |
| title_fullStr | Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis |
| title_full_unstemmed | Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis |
| title_short | Graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis |
| title_sort | graph grammar-based multi-frontal parallel direct solver for two-dimensional isogeometric analysis |
| url | http://hdl.handle.net/20.500.11937/51461 |