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Development and Comparison of Two Fast Surrogate Models for Urban Pluvial Flood Simulations

机译:城市雨洪模拟的两种快速替代模型的开发与比较

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摘要

Detailed full hydrodynamic 1D-2D dual drainage models are a well-established approach to simulate urban pluvial floods. However, despite modelling advances and increasing computational power, this approach remains unsuitable for many real time applications. We propose and test two computationally efficient surrogate models. The first approach links a detailed ID sewer model to a GIS-based overland flood network. For the second approach, we developed a conceptual sewer and flood model using data-driven and physically based structures, and coupled the model to pre-simulated flood maps. The city of Ghent (Belgium) is used as a test case. Both surrogate models can provide comparable results to the original model in terms of peak surface flood volumes and maximum flood extent and depth maps, with a significant reduction in computing time.
机译:详细的全水动力1D-2D双排水模型是模拟城市雨洪的公认方法。但是,尽管建模取得了进步并提高了计算能力,但这种方法仍然不适用于许多实时应用。我们提出并测试了两个计算效率高的替代模型。第一种方法将详细的ID下水道模型链接到基于GIS的陆上洪水网络。对于第二种方法,我们使用数据驱动的基于物理的结构开发了概念性下水道和洪水模型,并将该模型与预先模拟的洪水地图相结合。根特市(比利时)被用作测试用例。两种替代模型都可以在峰值表面洪水量和最大洪水范围和深度图方面提供与原始模型可比的结果,并显着减少了计算时间。

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