4.6 Article

Hydraulic Modeling and Remote Sensing Monitoring of Floodhazard in Arid Environments-A Case Study of Laayoune City in Saquia El Hamra Watershed Southern Morocco

Journal

WATER
Volume 14, Issue 21, Pages -

Publisher

MDPI
DOI: 10.3390/w14213582

Keywords

flash flood; hydraulic modeling; remote sensing; Saquia El Hamra; Southern Morocco; semi-arid

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This study combines hydraulic modeling and remote sensing technology to monitor wetland areas in the arid region of Saquia El Hamra Saharan in Morocco after a flash-flood event. It uses satellite images to map flooded areas, and employs support vector machines and decision tree classifiers for classification. The results can provide valuable insights for disaster monitoring and emergency response.
Morocco often faces significant intense rainfall periods that can generate flash floods and raging torrents, causing serious damage in a very short period of time. This study aims to monitor wetland areas after a flash-flood event in an arid region, Saquia El hamra Saharan of Morocco, using a technique that combines hydraulic modeling and remote sensing technology, namely satellite images. The hydrological parameters of the watershed were determined by the WMS software. Flood flow was modeled and simulated using HEC HMS and HEC-RAS software. To map the flooded areas, two satellite images (Sentinel-2 optical images) taken before and after the event were used. Three classifications were carried out using two powerful classifiers: support vector machines and decision tree. The first classifier was applied on both dates' images, and the resulting maps were used as input for a constructed decision tree model as a post-classification change detection process.

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