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Evaluating the simulation times and mass balance errors of component-based models: An application of OpenMI 2.0 to an urban stormwater system

机译:评估基于组件的模型的仿真时间和质量平衡误差:OpenMI 2.0在城市雨水系统中的应用

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In making the decision whether to use component-based modeling, its benefits must be balanced against computational costs. Studies evaluating these costs using the Open Modeling Interface (OpenMI) have largely used models with simplified formulations, small spatial and temporal domains, or a limited number of components. We evaluate these costs by applying OpenMI to a relatively complex Stormwater Management Model (SWMM) for the City of Logan, Utah, USA. Configurations of coupled OpenMI components resulting from decomposing the stormwater model by process (i.e., runoff coupled to routing) and then by space (i.e., groups of catchments coupled together) were compared to a reference model executed in the standard SWMM configuration. Simulation times increased linearly with the number of connections between components, and mass balance error was a function of the degree to which a component resolved time series data received. This study also examines and proposes some strategies to address these computational costs. (C) 2015 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
机译:在决定是否使用基于组件的建模时,必须将其收益与计算成本进行权衡。使用开放建模接口(OpenMI)评估这些成本的研究大量使用了具有简化公式,较小的时空域或有限数量的组件的模型。通过将OpenMI应用于美国犹他州洛根市的相对复杂的雨水管理模型(SWMM),我们可以评估这些成本。将通过流程(即,径流与路线耦合)然后通过空间(即,汇水区域耦合在一起)分解雨水模型而产生的耦合OpenMI组件的配置与在标准SWMM配置中执行的参考模型进行了比较。仿真时间随着组件之间连接数量的增加而线性增加,质量平衡误差是组件解析接收到的时间序列数据的程度的函数。这项研究还研究并提出了解决这些计算成本的一些策略。 (C)2015作者。由Elsevier Ltd.发布。这是CC BY许可下的开放访问文章(http://creativecommons.org/licenses/by/4.0/)。

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