Cargando…

The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas

Snowfall, snowpack, and snowmelt are among the processes with the greatest influence on the water cycle in mountainous watersheds. Hydrological models may be significantly biased if snow estimations are inaccurate. However, the unavailability of in situ snow data with enough spatiotemporal resolutio...

Descripción completa

Detalles Bibliográficos
Autores principales: Taia, Soufiane, Erraioui, Lamia, Arjdal, Youssef, Chao, Jamal, El Mansouri, Bouabid, Scozzari, Andrea
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9921827/
https://www.ncbi.nlm.nih.gov/pubmed/36772286
http://dx.doi.org/10.3390/s23031246
_version_ 1784887405155713024
author Taia, Soufiane
Erraioui, Lamia
Arjdal, Youssef
Chao, Jamal
El Mansouri, Bouabid
Scozzari, Andrea
author_facet Taia, Soufiane
Erraioui, Lamia
Arjdal, Youssef
Chao, Jamal
El Mansouri, Bouabid
Scozzari, Andrea
author_sort Taia, Soufiane
collection PubMed
description Snowfall, snowpack, and snowmelt are among the processes with the greatest influence on the water cycle in mountainous watersheds. Hydrological models may be significantly biased if snow estimations are inaccurate. However, the unavailability of in situ snow data with enough spatiotemporal resolution limits the application of spatially distributed models in snow-fed watersheds. This obliges numerous modellers to reduce their attention to the snowpack and its effect on water distribution, particularly when a portion of the watershed is predominately covered by snow. This research demonstrates the added value of remotely sensed snow cover products from the Moderate Resolution Imaging Spectroradiometer (MODIS) in evaluating the performance of hydrological models to estimate seasonal snow dynamics and discharge. The Soil and Water Assessment Tool (SWAT) model was used in this work to simulate discharge and snow processes in the Oued El Abid snow-dominated watershed. The model was calibrated and validated on a daily basis, for a long period (1981–2015), using four discharge-gauging stations. A spatially varied approach (snow parameters are varied spatially) and a lumped approach (snow parameters are unique across the whole watershed) have been compared. Remote sensing data provided by MODIS enabled the evaluation of the snow processes simulated by the SWAT model. Results illustrate that SWAT model discharge simulations were satisfactory to good according to the statistical criteria. In addition, the model was able to reasonably estimate the snow-covered area when comparing it to the MODIS daily snow cover product. When allowing snow parameters to vary spatially, SWAT model results were more consistent with the observed streamflow and the MODIS snow-covered area (MODIS-SCA). This paper provides an example of how hydrological modelling using SWAT and snow coverage products by remote sensing may be used together to examine seasonal snow cover and snow dynamics in the High Atlas watershed.
format Online
Article
Text
id pubmed-9921827
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-99218272023-02-12 The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas Taia, Soufiane Erraioui, Lamia Arjdal, Youssef Chao, Jamal El Mansouri, Bouabid Scozzari, Andrea Sensors (Basel) Article Snowfall, snowpack, and snowmelt are among the processes with the greatest influence on the water cycle in mountainous watersheds. Hydrological models may be significantly biased if snow estimations are inaccurate. However, the unavailability of in situ snow data with enough spatiotemporal resolution limits the application of spatially distributed models in snow-fed watersheds. This obliges numerous modellers to reduce their attention to the snowpack and its effect on water distribution, particularly when a portion of the watershed is predominately covered by snow. This research demonstrates the added value of remotely sensed snow cover products from the Moderate Resolution Imaging Spectroradiometer (MODIS) in evaluating the performance of hydrological models to estimate seasonal snow dynamics and discharge. The Soil and Water Assessment Tool (SWAT) model was used in this work to simulate discharge and snow processes in the Oued El Abid snow-dominated watershed. The model was calibrated and validated on a daily basis, for a long period (1981–2015), using four discharge-gauging stations. A spatially varied approach (snow parameters are varied spatially) and a lumped approach (snow parameters are unique across the whole watershed) have been compared. Remote sensing data provided by MODIS enabled the evaluation of the snow processes simulated by the SWAT model. Results illustrate that SWAT model discharge simulations were satisfactory to good according to the statistical criteria. In addition, the model was able to reasonably estimate the snow-covered area when comparing it to the MODIS daily snow cover product. When allowing snow parameters to vary spatially, SWAT model results were more consistent with the observed streamflow and the MODIS snow-covered area (MODIS-SCA). This paper provides an example of how hydrological modelling using SWAT and snow coverage products by remote sensing may be used together to examine seasonal snow cover and snow dynamics in the High Atlas watershed. MDPI 2023-01-21 /pmc/articles/PMC9921827/ /pubmed/36772286 http://dx.doi.org/10.3390/s23031246 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Taia, Soufiane
Erraioui, Lamia
Arjdal, Youssef
Chao, Jamal
El Mansouri, Bouabid
Scozzari, Andrea
The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas
title The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas
title_full The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas
title_fullStr The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas
title_full_unstemmed The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas
title_short The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas
title_sort application of swat model and remotely sensed products to characterize the dynamic of streamflow and snow in a mountainous watershed in the high atlas
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9921827/
https://www.ncbi.nlm.nih.gov/pubmed/36772286
http://dx.doi.org/10.3390/s23031246
work_keys_str_mv AT taiasoufiane theapplicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT erraiouilamia theapplicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT arjdalyoussef theapplicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT chaojamal theapplicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT elmansouribouabid theapplicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT scozzariandrea theapplicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT taiasoufiane applicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT erraiouilamia applicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT arjdalyoussef applicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT chaojamal applicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT elmansouribouabid applicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas
AT scozzariandrea applicationofswatmodelandremotelysensedproductstocharacterizethedynamicofstreamflowandsnowinamountainouswatershedinthehighatlas