Global sensitivity analysis in hydrodynamic modeling and flood inundation mapping. (June 2022)
- Record Type:
- Journal Article
- Title:
- Global sensitivity analysis in hydrodynamic modeling and flood inundation mapping. (June 2022)
- Main Title:
- Global sensitivity analysis in hydrodynamic modeling and flood inundation mapping
- Authors:
- Alipour, Atieh
Jafarzadegan, Keighobad
Moradkhani, Hamid - Abstract:
- Abstract: Flood simulation with two-dimensional hydrodynamic models is subject to different sources of uncertainties in model configuration, boundary conditions, and model parametrization. HEC-RAS 2D is a widely used hydrodynamic model. Here, we assess the sensitivity of the HEC-RAS 2D to its configuration factors and parameters. We evaluate the impacts of different model configuration factors, including the floodplain and channel roughness coefficients, terrain and mesh size, as well as river boundary conditions on the dynamic of water levels, maximum water level, and flood extent, and determine the importance of these contributing factors for reliable flood inundation modeling using both variogram and variance-based analyses. For our case study, we found that depending on the perturbation scale, the performance measure, and the predicted output, the sensitivity to input factors changes. While for simulation of water level dynamics, the DEM and mesh resolutions are the most important factors, for flood extent mapping the floodplain roughness coefficient and the upstream boundary condition are the key factors. In addition, our analyses indicated that for a reliable simulation of maximum flood water level, modelers need to spend resources on the calibration of floodplain roughness coefficient while using fine DEM and mesh resolutions. Here, we also investigate the role of computational time interval and mesh resolution on the model's run time and accuracy. Our resultsAbstract: Flood simulation with two-dimensional hydrodynamic models is subject to different sources of uncertainties in model configuration, boundary conditions, and model parametrization. HEC-RAS 2D is a widely used hydrodynamic model. Here, we assess the sensitivity of the HEC-RAS 2D to its configuration factors and parameters. We evaluate the impacts of different model configuration factors, including the floodplain and channel roughness coefficients, terrain and mesh size, as well as river boundary conditions on the dynamic of water levels, maximum water level, and flood extent, and determine the importance of these contributing factors for reliable flood inundation modeling using both variogram and variance-based analyses. For our case study, we found that depending on the perturbation scale, the performance measure, and the predicted output, the sensitivity to input factors changes. While for simulation of water level dynamics, the DEM and mesh resolutions are the most important factors, for flood extent mapping the floodplain roughness coefficient and the upstream boundary condition are the key factors. In addition, our analyses indicated that for a reliable simulation of maximum flood water level, modelers need to spend resources on the calibration of floodplain roughness coefficient while using fine DEM and mesh resolutions. Here, we also investigate the role of computational time interval and mesh resolution on the model's run time and accuracy. Our results suggested that reducing the computational time interval has minimum impact, as it increases the model run time without much improving the model accuracy. Highlights: Variance and Variogram-based Global Sensitivity Analyses of the HEC-RAS 2D model are presented. For simulations of water level dynamics, DEM resolution and Mesh Resolution are identified to be the most influential factors. Floodplain roughness coefficient and boundary condition play a significant role in flood extent prediction. DEM resolution, Mesh Resolution, and Floodplain roughness coefficient are the key factors in the maximum water level prediction. … (more)
- Is Part Of:
- Environmental modelling & software. Volume 152(2022)
- Journal:
- Environmental modelling & software
- Issue:
- Volume 152(2022)
- Issue Display:
- Volume 152, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 152
- Issue:
- 2022
- Issue Sort Value:
- 2022-0152-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-06
- Subjects:
- Flood inundation mapping -- Global sensitivity analysis -- HEC-RAS 2D -- Hurricane harvey
Environmental monitoring -- Computer programs -- Periodicals
Ecology -- Computer simulation -- Periodicals
Digital computer simulation -- Periodicals
Computer software -- Periodicals
Environmental Monitoring -- Periodicals
Computer Simulation -- Periodicals
Environnement -- Surveillance -- Logiciels -- Périodiques
Écologie -- Simulation, Méthodes de -- Périodiques
Simulation par ordinateur -- Périodiques
Logiciels -- Périodiques
Computer software
Digital computer simulation
Ecology -- Computer simulation
Environmental monitoring -- Computer programs
Periodicals
Electronic journals
363.70015118 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13648152 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.envsoft.2022.105398 ↗
- Languages:
- English
- ISSNs:
- 1364-8152
- Deposit Type:
- Legaldeposit
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