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分布式水文模型的并行计算研究进展
Review on parallel computing of distributed hydrological models

查看参考文献46篇

刘军志 1   朱阿兴 1 *   秦承志 1   陈腊娇 2   吴辉 1   江净超 1  
文摘 大流域、高分辨率、多过程耦合的分布式水文模拟计算量巨大,传统串行计算技术不能满足其对计算能力的需求,因此需要借助于并行计算的支持。本文首先从空间、时间和子过程三个角度对分布式水文模型的可并行性进行了分析,指出空间分解的方式是分布式水文模型并行计算的首选方式,并从空间分解的角度对水文子过程计算方法和分布式水文模型进行了分类。然后对分布式水文模型的并行计算研究现状进行了总结。其中,在空间分解方式的并行计算方面,现有研究大多以子流域作为并行计算的基本调度单元;在时间角度的并行计算方面,有学者对时空域双重离散的并行计算方法进行了初步研究。最后,从并行算法设计、流域系统综合模拟的并行计算框架和支持并行计算的高性能数据读写方法3个方面讨论了当前存在的关键问题和未来的发展方向。
其他语种文摘 High resolution distributed hydrological simulations over large watersheds require very large amounts of computations, which cannot be provided by sequential computation techniques on which existing hydrological models were developed. So parallel computing of distributed hydrological models is needed. In this paper, we first analyzed the parallelizability of distributed hydrological models from three angles (spatial, temporal and sub-process) and pointed out that spatial domain decomposition is the preferred approach to parallel computing of distributed hydrological models. According to spatial relationships among simulation units, distributed hydrological models, as well as simulation methods for hydrological processes, are classified into different types. Then, current studies on parallel computing of distributed hydrological models were introduced. For most current studies on parallel computing using spatial domain decomposition methods, sub-basin was adopted as the basic scheduling unit for parallel computing. The temporal-spatial discretization method proved the feasibility of parallel computing utilizing parallelization from the temporal angle. Last, the key technologies and future research directions were discussed in the following aspects: 1) parallel algorithms; 2) parallel computing framework for integrated watershed system simulations; 3) high performance input/output for parallel computing of distributed hydrological models.
来源 地理科学进展 ,2013,32(4):538-547 【核心库】
关键词 分布式水文模型 ; 并行计算 ; 研究进展 ; 空间分解
地址

1. 中国科学院地理科学与资源研究所, 资源与环境信息系统国家重点实验室, 北京, 100101  

2. 中国科学院遥感与数字地球研究所, 北京, 100094

语种 中文
文献类型 研究性论文
ISSN 1007-6301
学科 地球物理学
基金 国家863计划 ;  国家自然科学基金项目 ;  国家科技部国际合作项目
文献收藏号 CSCD:4824288

参考文献 共 46 共3页

1.  Abbott M B. An introduction to the European Hydrological System: Systeme Hydrologique Europeen, "SHE", 2: Structure of a physically-based, distributed modelling system. Journal of Hydrology,1986,87(1/2):61-77 被引 79    
2.  Apostolopoulos T K. Parallel computation for streamflow prediction with distributed hydrologic models. Journal of Hydrology,1997,197(1/4):1-24 被引 7    
3.  Beven K J. Rainfall-Runoff modelling: The primer,2001 被引 2    
4.  Borah D K. Watershed-scale hydrologic and nonpoint-source pollution models: Review of mathematical bases. Transactions of the ASAE,2003,46(6):1553-1566 被引 27    
5.  Borah D K. Watershed-scale hydrologic and nonpoint-source pollution models: Review of applications. Transactions of the ASAE,2004,47(3):789-803 被引 29    
6.  Borthakur D. HDFS architecture guide,2012 被引 3    
7.  陈国良. 并行计算的一体化研究现状与发展趋势. 科学通报,2009,54(8):1043-1049 被引 28    
8.  陈腊娇. 流域生态水文模型研究进展. 地理科学进展,2011,30(5):535-544 被引 20    
9.  Cheng J R C. Parallelization of the WASH123D code, Phase II: Coupled two-dimensional overland and three-dimensional subsurface flows. Proceedings of World Water and Environmental Resources Congress 2005,2005 被引 1    
10.  Ciarapica L. TOPKAPI: A model for the representation of the rainfall-runoff process at different scales. Hydrological Processes,2002,16(2):207-229 被引 13    
11.  Cunge J. On the subject of a flood propagation computation method (Muskingum method). Journal of Hydraulic Research,1969,7(2):205-230 被引 33    
12.  Dean J. MapReduce: Simplified data processing on large clusters. Communications of the ACM,2008,51(1):107-113 被引 742    
13.  DeRoo A P J. LISEM: A single-event physically based hydrological and soil erosion model for drainage basins, 1: Theory, input and output. Hydrological Processes,1996,10(8):1107-1117 被引 111    
14.  贾海鹏. 基于OpenCL的拉普拉斯图像增强算法优化研究. 计算机科学,2012,39(5):271-277 被引 10    
15.  Julien P Y. Raster-based hydrologic modeling of spatially-varied surface runoff. Journal of the American Water Resources Association,1995,31(3):523-536 被引 7    
16.  Gassman P W. The soil and water assessment tool: Historical development, applications,and future research directions. Transactions of the ASABE,2007,50(4):1211-1250 被引 106    
17.  Karypis G. A fast and high quality multilevel scheme for partitioning irregular graphs. Siam Journal on Scientific Computing,1998,20(1):359-392 被引 135    
18.  Kolditz O. Development of a regional hydrologic soil model and application to the Beerze-Reusel drainage basin. Environmental Pollution,2007,148(3):855-866 被引 1    
19.  Kollet S J. Integrated surface-groundwater flow modeling: A free-surface overland flow boundary condition in a parallel groundwater flow model. Advances inWater Resources,2006,29(7):945-958 被引 19    
20.  李铁键. 集群计算在数字流域模型中的应用. 水科学进展,2006,17(6):841-845 被引 13    
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