The contribution of the frequency ratio model and the prediction rate for the analysis of landslide risk in the Tizi N'tichka area on the national road (RN9) linking Marrakech and Ouarzazate

Youssef Bammou, Ismail Bouskri, Brahim Benzougagh, +4

CATENA

Evaluation of PERSIANN-CCS-CDR, ERA5, and SM2RAIN-ASCAT rainfall products for rainfall and drought assessment in a semi-arid watershed, Morocco

Adam Najmi, Brahim Igmoullan, Mustapha Namous, +4

Journal of Water and Climate Change

Environmental MonitoringEngineeringDrought ResilienceEarth SciencePrecipitation +20

Performance assessment of the landslide susceptibility modelling using the support vector machine, radial basis function network, and weight of evidence models in the N'fis river basin, Morocco

Hassan Ait Naceur, Hazem Ghassan Abdo, Brahim Igmoullan, +4

Geoscience Letters

Machine learning models for gully erosion susceptibility assessment in the Tensift catchment, Haouz Plain, Morocco for sustainable development

Youssef Bammou, Brahim Benzougagh, Abdessalam Ouallali, +4

Journal of African Earth Sciences

Erosion Susceptibility AssessmentEngineeringMachine LearningGeomorphologyLand Use +17

Optimizing flood susceptibility assessment in semi-arid regions using ensemble algorithms: a case study of Moroccan High Atlas

Youssef Bammou, Brahim Benzougagh, Brahim Igmoullan, +6

Natural Hazards

EngineeringGeomorphologyHydrologic EngineeringFlood Susceptibility AssessmentFlood Control +20

Mapping of current and future soil erosion risk in a semi-arid context (haouz plain - Marrakech) based on CMIP6 climate models, the analytical hierarchy process (AHP) and RUSLE

Youssef Bammou, Brahim Benzougagh, Abdelkrim Bensaïd, +2

Modeling Earth Systems and Environment

Soil ErosionEngineeringErosion PredictionDroughtLand Use +11

Implementation of random forest, adaptive boosting, and gradient boosting decision trees algorithms for gully erosion susceptibility mapping using remote sensing and GIS

Hassan Ait Naceur, Hazem Ghassan Abdo, Brahim Igmoullan, +3

Environmental Earth Sciences

Soil ErosionEngineeringErosion PredictionGeomorphologyErosion Susceptibility +10

 Spatial Mapping for Multi-Hazard Land Management in Sparsely Vegetated Watersheds Using Machine Learning Algorithms

Youssef Bammou, Brahim Benzougagh, Brahim Igmoullan, +5

Environmental Earth Sciences

EngineeringMachine LearningGeomorphologyLand UseHydrologic Hazard +24

Mapping Soil Erosion Risk Using RUSLE, GIS, Remote Sensing Methods: A Case of Mountainous Sub-watershed, Ifni Lake and High Valley of Tifnoute (High Moroccan Atlas)

Kacem Lamyaa, Agoussine M’bark, Brahim Igmoullan, +2

Journal of Geography Environment and Earth Science International

Soil ErosionEngineeringRemote Sensing MethodsIfni LakeGeomorphology +12