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Improving computational efficiency in global river models by implementing the local inertial flow equation and a vector-based river network map

机译:通过实施局部惯性流方程和基于矢量的河网图来提高全球河流模型的计算效率

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摘要

Global river models are an essential tool for both earth system studies and water resources assessments. As advanced physical processes have been implemented in global river models, increasing computational cost has become problematic for executing ensemble or long-term simulations. To improve computational efficiency, we here propose the use of a local inertial flow equation combined with a vector-based river network map. A local inertial equation, a simplified formulation of the shallow water equations, was introduced to replace a diffusion wave equation. A vector-based river network map which flexibly discretizes river segments was adopted in order to replace the traditional grid-based map which is based on a Cartesian grid coordinate system. The computational efficiency of the proposed flow routing and river network map was tested by executing hydrodynamic simulations with the CaMa-Flood global river model. The simulation results suggest that the computational efficiency can be improved by more than 300% by applying the local inertial equation. It can be improved by a further 60% by implementing the vector-based river network map instead of a grid-based map. It is found that the vector-based map with evenly distributed flow distances between calculation units allows longer time steps compared to the grid-based map because the latter has very short flow distances between calculation units at high latitudes which critically limit time step length. Considering the improvement in simulation speed, the local inertial equation, and a vector-based river network map are preferable in global hydrodynamic simulations with high computational demands such as ensemble or long-term experiments.
机译:全球河流模型是地球系统研究和水资源评估的重要工具。由于已在全球河流模型中实施了先进的物理过程,因此增加计算成本已成为执行整体或长期模拟的难题。为了提高计算效率,我们在这里提出结合结合基于矢量的河网图使用局部惯性流方程。引入了局部惯性方程,即浅水方程的简化形式,以代替扩散波方程。为了替代传统的基于笛卡尔网格坐标系的基于网格的地图,采用了基于矢量的河网地图以灵活地离散河段。通过使用CaMa-Flood全球河流模型进行水动力仿真,测试了所提出的水流路线和河网图的计算效率。仿真结果表明,通过应用局部惯性方程可以将计算效率提高300%以上。通过实施基于矢量的河网地图而不是基于网格的地图,可以将其进一步提高60%。已经发现,与基于网格的图相比,在计算单元之间具有均匀分布的流距离的基于矢量的地图允许更长的时间步长,因为基于网格的图在高纬度上在计算单元之间具有非常短的流距离,这严重限制了时间步长。考虑到模拟速度的提高,在具有集成或长期实验等高计算需求的全球水动力模拟中,最好使用局部惯性方程和基于矢量的河网图。

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  • 来源
    《Water resources research 》 |2013年第11期| 7221-7235| 共15页
  • 作者单位

    School of Geographical Sciences, University of Bristol, University Road, Clifton, Bristol BS8 1SS, UK;

    School of Geographical Sciences, University of Bristol, Bristol, UK,Now at Faculty of Engineering and the Environment, University of Southampton, Southampton, UK;

    School of Geographical Sciences, University of Bristol, Bristol, UK;

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