28 Nov 20253cites
A review of the literature on spatial prediction of floods using machine learning modelsPublisher siteJournal of Coastal Conservation, Flood Risk Assessment and Management
Active, last published 2026
In flood risk assessment and management
Sonia
Hajji
Scholar“Research focused on Flood Risk Assessment and Management and adjacent fields.”
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01 · About the work
What I study
onia Hajji is a researcher working on Flood Risk Assessment and Management. A fuller summary will appear once they update their profile.
02 · Reach
Publication output and reach
Sonia's work has been cited 47 times across 3 active years. Bars show publications per year; the line shows cumulative citation totals across publications first appearing in each year.
03 · Research focus
Topics
Flood Risk Assessment and Management×7Soil erosion and sediment transport×4Hydrology and Watershed Management Studies×3Groundwater and Watershed Analysis×3Hydrology and Drought Analysis×2
04 · Where I am
Affiliations
Affiliation on published researchUniversité Sultan Moulay Slimane, MoroccoDrawn from the institution listed on this researcher’s published work.
Research themes (UN SDGs)
05 · Selected work
Recent publications
9 works5 Sept 20251cites
Hybrid machine learning models for urban flood susceptibility assessment in semi-arid Beni Mellal, Morocco: a spatial and comparative analysisPublisher siteModeling Earth Systems and Environment, Flood Risk Assessment and Management
8 Aug 20251cites
Emerging trends and future directions in remote-sensing techniques and platforms for sustainable forest degradation monitoring: a reviewPublisher siteMediterranean Geoscience Reviews, Remote Sensing in Agriculture
19 Jun 2025Open access1cites
Advanced GIS-based modeling for flood hazards mapping in urban semi-arid regions: insights from Beni Mellal, MoroccoPublisher siteFrontiers in Environmental Science, Flood Risk Assessment and Management
18 Mar 2025Open access18cites
Enhancing flood prediction through remote sensing, machine learning, and Google Earth EnginePublisher siteFrontiers in Water, Flood Risk Assessment and Management
1 Jan 2025
Performance of Modeling Based on Statistical Methods in Spatial Flood Susceptibility Mapping: Case of the Upper Oum Er-Rbia WatershedPublisher siteEarth and environmental sciences library, Flood Risk Assessment and Management
6 Dec 2024Open access7cites
Performance Assessment of Individual and Ensemble Learning Models for Gully Erosion Susceptibility Mapping in a Mountainous and Semi-Arid RegionPublisher siteLand, Soil erosion and sediment transport
7 Oct 2023Open access4cites
Determination of the potential soil losses and prioritization of sub-watersheds: Insight from North African highland systemPublisher siteScientific African, Soil erosion and sediment transport
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