Dealing with sub-pixel landscape elements in distributed rainfall-runoff modelling in agricultural catchments

Vegetated landscape elements (vLEs) (e.g. hedges and grass buffers) are increasingly recognised for their ability to retain more water longer and mitigate downstream flood risk. To optimise positioning of these –typically small– vLEs, the impact of possible configurations needs quantifying, often requiring numerous hydrological model runs. To limit computational time, models must be run at lower spatial resolution leading to sub-pixel vLEs. The performance of a distributed rainfall-runoff model at 5 m resolution was assessed for 15 historical rainfall events in a 191 ha agricultural watershed in the Belgian loess belt. The model was then upscaled to 20 m resolution using four scaling approaches for saturated hydraulic conductivity ( K s ) and Manning's coefficient, and three methods to set the hydro-physical parameters of subpixel vLEs in the upscaled model. The high-resolution model performed best for K s equaling 0.72 mm h -1 . The upscaled model performed best when applying a flow length-based scaling factor for the Manning's coefficient, decreasing the RMSE by 25% and 10% for discharge volume and peak discharge rate respectively. Adjusting K s and Manning’s coefficient of vLE pixels using upslope area-based weighting was most effective for discharge volume, achieving an RMSE of 10.80% and R 2 of 0.64. Peak discharge rate could not be modelled accurately with sub-pixel vLEs at 20 m resolution. Our research can support scenario analysis in which accounting for the reduction of discharge volume caused by the presence vLEs and their spatial configurations matters and therefore can support landscape design studies in the context of flood risk mitigation.

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Publication Details

Journal
International Soil and Water Conservation Research
Published
2025-03-01
DOI
https://doi.org/10.1016/j.iswcr.2025.02.009
Primary Topic
Hydrology and Watershed Management Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

Dealing with sub-pixel landscape elements in distributed rainfall-runoff modelling in agricultural catchments

Jos Van Orshoven, Ine Rosier, Jan Diels, Ben Somers
International Soil and Water Conservation Research
Hydrology and Watershed Management Studies
article

Dealing with sub-pixel landscape elements in distributed rainfall-runoff modelling in agricultural catchments

Jos Van Orshoven, Ine Rosier, Jan Diels, Ben Somers
article en

Abstract

Vegetated landscape elements (vLEs) (e.g. hedges and grass buffers) are increasingly recognised for their ability to retain more water longer and mitigate downstream flood risk. To optimise positioning of these –typically small– vLEs, the impact of possible configurations needs quantifying, often requiring numerous hydrological model runs. To limit computational time, models must be run at lower spatial resolution leading to sub-pixel vLEs. The performance of a distributed rainfall-runoff model at 5 m resolution was assessed for 15 historical rainfall events in a 191 ha agricultural watershed in the Belgian loess belt. The model was then upscaled to 20 m resolution using four scaling approaches for saturated hydraulic conductivity ( K s ) and Manning's coefficient, and three methods to set the hydro-physical parameters of subpixel vLEs in the upscaled model. The high-resolution model performed best for K s equaling 0.72 mm h -1 . The upscaled model performed best when applying a flow length-based scaling factor for the Manning's coefficient, decreasing the RMSE by 25% and 10% for discharge volume and peak discharge rate respectively. Adjusting K s and Manning’s coefficient of vLE pixels using upslope area-based weighting was most effective for discharge volume, achieving an RMSE of 10.80% and R 2 of 0.64. Peak discharge rate could not be modelled accurately with sub-pixel vLEs at 20 m resolution. Our research can support scenario analysis in which accounting for the reduction of discharge volume caused by the presence vLEs and their spatial configurations matters and therefore can support landscape design studies in the context of flood risk mitigation.

International Soil and Water Conservation ResearchVol. 13(3)
KU Leuven (BE)
Fonds Wetenschappelijk Onderzoek
Zero hunger
Openalex Percentile: Top 96%
Hydrology and Watershed Management Studies
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