4.7 Article

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

Journal

WATER RESOURCES MANAGEMENT
Volume 32, Issue 8, Pages 2801-2815

Publisher

SPRINGER
DOI: 10.1007/s11269-018-1959-8

Keywords

Computational hydraulics; Surrogate modelling; Pluvial flooding; Urban drainage model; Urban flooding

Funding

  1. Spanish Regional Government of Galicia, Agentschap Innoveren en Ondernemen (Vlaio) [ED481B2014/156]

Ask authors/readers for more resources

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.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.7
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available