PERFORMANCE OF MACHINE LEARNING ALGORITHMS FOR MAPPING AND FORECASTING OF FLASH FLOOD SUSCEPTIBILITY IN TETOUAN, MOROCCO

PERFORMANCE OF MACHINE LEARNING ALGORITHMS FOR MAPPING AND FORECASTING OF FLASH FLOOD SUSCEPTIBILITY IN TETOUAN, MOROCCO

Since the industrial revolution, the world is experiencing a huge change in its climate, which causes many imbalances such as flash floods (FF). The aim of this study is to propose a new approach for detection and forecasting of flash flood susceptibility in the city of Tetouan, Morocco. For this re...

Full description

Bibliographic Details
Main Authors:	E. M. Sellami, M. Maanan, H. Rhinane
Format:	Article
Language:	English
Published:	Copernicus Publications 2022-01-01
Series:	The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLVI-4-W3-2021/305/2022/isprs-archives-XLVI-4-W3-2021-305-2022.pdf

Similar Items

USING MACHINE LEARNING COUPLED WITH REMOTE SENSING FOR FOREST FIRE SUSCEPTIBILITY MAPPING. CASE STUDY TETOUAN PROVINCE, NORTHERN MOROCCO
by: M. Seddouki, et al.
Published: (2023-02-01)

PREDICTION OF FLASH FLOOD SUSCEPTIBILITY USING FUZZY ANALYTICAL HIERARCHY PROCESS (FAHP) ALGORITHMS AND GIS: A STUDY CASE OF GUELMIM REGION IN SOUTHWESTERN OF MOROCCO
by: S. Talha, et al.
Published: (2019-12-01)

Mass movements susceptibility mapping by using heuristic approach. Case study: province of Tétouan (North of Morocco)
by: Meryem Elmoulat, et al.
Published: (2021-08-01)

Application Of Logistic Regression Method To Produce Landslide Susceptibility Map: A Case Study Of Tetouan Mazari, Morocco
by: Brahim L. Ait, et al.
Published: (2018-01-01)

Landslides susceptibility mapping using GIS and weights of evidence model in Tetouan-Ras-Mazari area (Northern Morocco)
by: Meryem Elmoulat, et al.
Published: (2018-01-01)

LANDSLIDE SUSCEPTIBILITY MAPPING USING MACHINE LEARNING ALGORITHMS STUDY CASE AL HOCEIMA REGION, NORTHERN MOROCCO
by: O. Himmy, et al.
Published: (2023-02-01)

MONITORING FOREST DEGRADATION OVER FOUR DECADES USING REMOTE SENSING AND MACHINE LEARNING CLASSIFICATION ALGORITHMS IN BOUSKOURA, MOROCCO
by: M. R. Simou, et al.
Published: (2024-03-01)

Difficulties of Learning Endocrinology: Case Study of ENS Tetouan Students in Morocco
by: Oumaima Azzi, et al.
Published: (2023-10-01)

Geomorphological hazards in a Mediterranean mountain environment - Example of Tétouan, Morocco
by: Hedvig Prokos, et al.
Published: (2016-10-01)

A modern method for building damage evaluation using deep learning approach - Case study: Flash flooding in Derna, Libya
by: Sellami El Mehdi, et al.
Published: (2024-01-01)

First genotyping of Giardia duodenalis and prevalence of enteroparasites in children from Tetouan (Morocco)
by: El Fatni Chadia, et al.
Published: (2014-01-01)

Climate risk assessment of the Tangier-Tetouan-Al Hoceima coastal Region (Morocco)
by: Kamal Agharroud, et al.
Published: (2023-04-01)

THE ROLE OF GIS IN ADDRESSING ENVIRONMENTAL, SOCIAL AND TOURISTIC CHALLENGES IN MOHAMMEDIA CITY, MOROCCO
by: M. R. Simou, et al.
Published: (2022-01-01)

PV POWER PLANTS SITES SELECTION USING GIS-FAHP BASED APPROACH IN NORTH-WESTERN MOROCCO
by: M. Sedrati, et al.
Published: (2019-12-01)

Forecasting of flash floods by Algorithm of Storm Prediction
by: Šaur David, et al.
Published: (2018-01-01)

Flood Susceptibility Mapping Using SAR Data and Machine Learning Algorithms in a Small Watershed in Northwestern Morocco
by: Sliman Hitouri, et al.
Published: (2024-02-01)

AI for awareness: Involvement in climate change in the Tangier-Tetouan-Al Hoceima region (Morocco)
by: Tahri Ayoub, et al.
Published: (2024-01-01)

Importance of urbanized wetlands environments in the reproduction of avifauna, city of Martil (Region of Tetouan) in Morocco
by: Mars Naima, et al.
Published: (2023-01-01)

SOLVING SOCIAL AND ENVIRONMENTAL ISSUES AND VALUING TOURISTIC POTENTIAL USING GIS-BASED TECHNOLOGY STUDY CASE: BIOUGRA CITY, MOROCCO
by: O. Himmy, et al.
Published: (2022-01-01)

USING YOLOV5 TO DETECT PLASTIC GREENHOUSES IN MOROCCO
by: M. R. Simou, et al.
Published: (2023-02-01)

The value of carbon sequestration and storage in coastal habitats areas in North West of Morocco
by: Ait Kacem Hicham, et al.
Published: (2021-01-01)

Flash flood susceptibility mapping based on catchments using an improved Blending machine learning approach
by: Yongqiang Yin, et al.
Published: (2023-04-01)

Comparison of Machine Learning Algorithms for Flood Susceptibility Mapping
by: Seyd Teymoor Seydi, et al.
Published: (2022-12-01)

EVALUATION OF THE POTENTIAL OF GREEN ROOFS APPLIED TO AN URBAN FABRIC USING GIS AND REMOTE SENSING DATA CASE OF THE NADOR CITY / MOROCCO
by: R. Lambarki, et al.
Published: (2022-01-01)

Local-scale flash flood susceptibility assessment in northeastern Bangladesh using machine learning algorithms
by: Rakibul Islam, et al.
Published: (2024-01-01)

Epidemiological profile of Echinococcosis in Morocco from 2014 to 2018: case of Tangier-Tetouan-Al Hoceima Region
by: Nabah Kaoutar, et al.
Published: (2021-01-01)

Risk management culture: reality & stakes, case of enterprises of Tangier - Tetouan - Al Hoceima region in Morocco
by: Tarik EL AMRANI, et al.
Published: (2018-12-01)

Establishment of the hematology reference intervals in a healthy population of adults in the Northwest of Morocco (Tangier-Tetouan region)
by: Saad Bakrim, et al.
Published: (2018-03-01)

Tétouan-Marseille: Notes festivalières
by: Anaïs Farine
Published: (2014-07-01)

The use of HBV model for flash flood forecasting
by: M. Kobold, et al.
Published: (2006-01-01)

Assessing carbon storage and sequestration benefits of urban greening in Nador City, Morocco, utilizing GIS and the InVEST model
by: Lambarki Rachid, et al.
Published: (2024-06-01)

A review of the avifauna visiting the wetland environments of the Martil plain (Tetouan region, northern Morocco): Preliminary results
by: Mars Naïma, et al.
Published: (2023-01-01)

Flash Flood Susceptibility Modeling Using New Approaches of Hybrid and Ensemble Tree-Based Machine Learning Algorithms
by: Shahab S. Band, et al.
Published: (2020-10-01)

Flash flood susceptibility mapping of sungai pinang catchment using frequency ratio
by: Azlan Saleh,, et al.
Published: (2022)

Flash flood susceptibility mapping of Sungai Pinang catchment using frequency ratio
by: Saleh, Azlan, et al.
Published: (2022)

Flash Flood Forecasting Using Machine Learning Models: A Scientometric Analysis.
by: Florin BÎLBÎE, et al.
Published: (2024-03-01)

Towards Time Series Sensor Data to Accurately Map Flood Hazard and Assess Damages under Climate Change Using Google Earth Engine Cloud Platform and GIS - Case of the Cities of Tetouan and Casablanca (Morocco)
by: Yousra El Yacoubi, et al.
Published: (2023-07-01)

Flash Floods: Forecasting, Monitoring and Mitigation Strategies
by: Xiekang Wang, et al.
Published: (2023-04-01)

Improving the passive building energy efficiency through numerical simulation–A case study for Tetouan climate in northern of Morocco
by: Meriem Lebied, et al.
Published: (2018-03-01)

Flash flood susceptibility modelling: a review
by: Saleh, A., et al.
Published: (2020)