A hybrid parallel Delaunay image-to-mesh conversion algorithm scalable on distributed-memory clusters. (October 2018)
- Record Type:
- Journal Article
- Title:
- A hybrid parallel Delaunay image-to-mesh conversion algorithm scalable on distributed-memory clusters. (October 2018)
- Main Title:
- A hybrid parallel Delaunay image-to-mesh conversion algorithm scalable on distributed-memory clusters
- Authors:
- Feng, Daming
Chernikov, Andrey N.
Chrisochoides, Nikos P. - Abstract:
- Abstract: In this paper, we present a scalable three dimensional parallel Delaunay image-to-mesh conversion algorithm. A nested master–worker model is used to simultaneously explore process- and thread-level parallelization. The mesh generation includes two stages: coarse and fine meshing. First, a coarse mesh is constructed in parallel by the threads of the master process. Then the coarse mesh is partitioned. Finally, the fine mesh refinement procedure is executed until all the elements in the mesh satisfy the quality and fidelity criteria. The communication and computation are separated during the fine mesh refinement procedure. The master thread of each process that initializes the MPI environment is in charge of the inter-node MPI communication for data (submesh) movement while the worker threads of each process are responsible for the local mesh refinement within the node. We conducted a set of experiments to test the performance of the algorithm on distributed memory clusters and observed that the granularity of coarse level data decomposition, which affects the coarse level concurrency, has a significant influence on the performance of the algorithm. With the proper value of granularity, the algorithm is scalable to 45 distributed memory compute nodes (900 cores). Highlights: The Hybrid MPI+Threads method is a hybrid programming image-to-mesh conversion algorithm. The Hybrid MPI+Threads method creates meshes with quality and fidelity guarantees. The Hybrid MPI+ThreadsAbstract: In this paper, we present a scalable three dimensional parallel Delaunay image-to-mesh conversion algorithm. A nested master–worker model is used to simultaneously explore process- and thread-level parallelization. The mesh generation includes two stages: coarse and fine meshing. First, a coarse mesh is constructed in parallel by the threads of the master process. Then the coarse mesh is partitioned. Finally, the fine mesh refinement procedure is executed until all the elements in the mesh satisfy the quality and fidelity criteria. The communication and computation are separated during the fine mesh refinement procedure. The master thread of each process that initializes the MPI environment is in charge of the inter-node MPI communication for data (submesh) movement while the worker threads of each process are responsible for the local mesh refinement within the node. We conducted a set of experiments to test the performance of the algorithm on distributed memory clusters and observed that the granularity of coarse level data decomposition, which affects the coarse level concurrency, has a significant influence on the performance of the algorithm. With the proper value of granularity, the algorithm is scalable to 45 distributed memory compute nodes (900 cores). Highlights: The Hybrid MPI+Threads method is a hybrid programming image-to-mesh conversion algorithm. The Hybrid MPI+Threads method creates meshes with quality and fidelity guarantees. The Hybrid MPI+Threads method supports parallel non-uniform mesh generation for multi-material objects. The Hybrid MPI+Threads method is a scalable parallel meshing algorithm on distributed multi-core node clusters. … (more)
- Is Part Of:
- Computer aided design. Volume 103(2018)
- Journal:
- Computer aided design
- Issue:
- Volume 103(2018)
- Issue Display:
- Volume 103, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 103
- Issue:
- 2018
- Issue Sort Value:
- 2018-0103-2018-0000
- Page Start:
- 34
- Page End:
- 46
- Publication Date:
- 2018-10
- Subjects:
- Hybrid programming -- Parallel mesh generation -- Image-to-mesh conversion -- Two-level parallelization
Computer-aided design -- Periodicals
Engineering design -- Data processing -- Periodicals
Computer graphics -- Periodicals
Conception technique -- Informatique -- Périodiques
Infographie -- Périodiques
Computer graphics
Engineering design -- Data processing
Periodicals
Electronic journals
620.00420285 - Journal URLs:
- http://www.journals.elsevier.com/computer-aided-design/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cad.2017.11.006 ↗
- Languages:
- English
- ISSNs:
- 0010-4485
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3393.520000
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British Library STI - ELD Digital store - Ingest File:
- 12401.xml