Mass movements susceptibility mapping by using heuristic approach. Case study: province of Tétouan (North of Morocco)

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作者
Meryem Elmoulat
Lahcen Ait Brahim
Abderrahman Elmahsani
Abdellah Abdelouafi
Mohammed Mastere
机构
[1] University Mohammed V,Research Unit GEORISK, LG2E Laboratory
[2] University Mohammed V,Department of Geomorphology and Geomatics
[3] Faculty of Sciences,undefined
[4] Scientific Institute,undefined
关键词
Heuristic approach; GIS; Remote sensing; Mass movements susceptibility; Tétouan Province; Northern Morocco;
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摘要
This research paper aims to model Mass Movements Susceptibility (MMS) in the province of Tétouan. First, we identified the characteristics and spatial mapping of the different types of MM (collapse, mudflows, and complex landslides) by means of the interpretation of satellite images and from fieldwork. Subsequently, we selected the predictive parameters controlling the occurrence of MM e.g. lithology, land use, fault density, hydrographic network density, slope degrees, slope aspects, and elevation. We used the heuristic method for Modeling Mass Movements Susceptibility (MMMS). The choice of this method compared to other methods (fractal, factorial, and neurons) is justified by the possibilities of intervention and the judgment of the expert who relies on the ground truth to select the parameters, to identify the classes, and to assign the weights to each one; unlike to other methods with steps that are done automatically and randomly. The results of the validation of the susceptibility map correspond to 70% compared to the field data and it includes five susceptibility classes (not susceptible, low, moderate, high, and very high). Indeed, the originality of this paper relies on the fact that the creation of our susceptibility map will eventually indicate the areas of roads, dwellings, the extension of urbanization, and dams, which are located in areas at risk of MM. Our map is also a powerful decision-making tool to conduct management plans and to guide the selection of sites to build new projects; which help mitigate the socio-economic impacts usually encountered when mass movements in Tétouan province are triggered.
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  • [1] Mass movements susceptibility mapping by using heuristic approach. Case study: province of Tetouan (North of Morocco)
    Elmoulat, Meryem
    Brahim, Lahcen Ait
    Elmahsani, Abderrahman
    Abdelouafi, Abdellah
    Mastere, Mohammed
    [J]. GEOENVIRONMENTAL DISASTERS, 2021, 8 (01)
  • [2] USING MACHINE LEARNING COUPLED WITH REMOTE SENSING FOR FOREST FIRE SUSCEPTIBILITY MAPPING. CASE STUDY TETOUAN PROVINCE, NORTHERN MOROCCO
    Seddouki, Mariem
    Benayad, Mohamed
    Aamir, Zakaria
    Tahiri, Mohamed
    Maanan, Mehdi
    Rhinane, Hassan
    [J]. GEOINFORMATION WEEK 2022, VOL. 48-4, 2023, : 333 - 342
  • [3] Landslide susceptibility mapping using the Matrix Assessment Approach: a Derbyshire case study
    Cross, M
    [J]. GEOHAZARDS IN ENGINEERING GEOLOGY, 1998, (15): : 247 - 261
  • [4] LANDSLIDE SUSCEPTIBILITY MAPPING USING MACHINE LEARNING ALGORITHMS STUDY CASE AL HOCEIMA REGION, NORTHERN MOROCCO
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    [J]. GEOINFORMATION WEEK 2022, VOL. 48-4, 2023, : 153 - 158
  • [5] Mapping Coastal vulnerability using machine learning algorithms: A case study at North coastline of Sebou estuary, Morocco
    Ennouali, Zhour
    Fannassi, Youssef
    Lahssini, Ghizlane
    Benmohammadi, Aicha
    Masria, Ali
    [J]. REGIONAL STUDIES IN MARINE SCIENCE, 2023, 60
  • [6] Landslide susceptibility mapping using GIS and weighted overlay method: a case study from North Jordan
    Awawdeh, Muheeb M.
    ElMughrabi, Mohammad A.
    Atallah, Mohammad Y.
    [J]. ENVIRONMENTAL EARTH SCIENCES, 2018, 77 (21)
  • [7] Landslide susceptibility mapping using GIS and weighted overlay method: a case study from North Jordan
    Muheeb M. Awawdeh
    Mohammad A. ElMughrabi
    Mohammad Y. Atallah
    [J]. Environmental Earth Sciences, 2018, 77
  • [8] LANDSLIDE SUSCEPTIBILITY MAPPING WITH HEURISTIC APPROACH IN MOUNTAINOUS AREA A CASE STUDY IN TAWANGMANGU SUB DISTRICT, CENTRAL JAVA']JAVA, INDONESIA
    Wati, S. E.
    Hastuti, T.
    Widjojo, S.
    Pinem, F.
    [J]. NETWORKING THE WORLD WITH REMOTE SENSING, 2010, 38 : 248 - 253
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    [J]. ACTA GEOPHYSICA, 2022, 70 (06) : 2785 - 2803
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    [J]. Acta Geophysica, 2022, 70 : 2785 - 2803