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A two-level parallelization method for distributed hydrological models
Liu J. Z.; Zhu, A. X.; Qin, C. Z.; Wu, H.; Jiang, J. C.
Source PublicationEnvironmental Modelling & Software
2016
Volume80
Pages175-184
KeywordDistributed hydrological model Two-level parallelization Multi-core cluster Sub-basin Basic simulation unit spatial discretization river-basins simulation
AbstractThis paper proposes a scalable two-level parallelization method for distributed hydrological models that can use parallelizability at both the sub-basin level and the basic simulation-unit level (e.g., grid cell) simultaneously. This approach first uses the message-passing programming model to dispatch parallel tasks at the sub-basin level to different nodes with multi-core CPUs in the cluster. Each node is responsible for some of the sub-basins. Parallel tasks for each sub-basin at the basic simulation-unit level are then dispatched to multiple cores within each node using the shared-memory programming model. A grid-based distributed hydrological model was parallelized to demonstrate the performance of the proposed method, which was tested in different scenarios (e.g., different data volume, different numbers of sub-basins). Results show that the proposed two-level parallelization method had better scalability than the parallel computation at sub-basin level alone, and the parallel performance increased with data volume and the number of sub-basins. (C) 2016 Elsevier Ltd. All rights reserved.
Indexed BySCI
Language英语
ISSN1364-8152
DOI10.1016/j.envsoft.2016.02.032
Citation statistics
Cited Times:8[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeSCI/SSCI论文
Identifierhttp://ir.igsnrr.ac.cn/handle/311030/43078
Collection历年回溯文献
Recommended Citation
GB/T 7714
Liu J. Z.,Zhu, A. X.,Qin, C. Z.,et al. A two-level parallelization method for distributed hydrological models. 2016.
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