Remote Sensing-Based Assessment of Spatio-Temporal Changes in Vegetation, Soil-Surface Condition, and Reservoir Extent around the Bin El Ouidane Dam (Central High Atlas, Morocco)
DOI:
https://doi.org/10.55779/ng63722Keywords:
Bin El Ouidane, Brightness Index, Coloration Index, Landsat, NDVI, NDWI, remote sensing, soil-surface conditionAbstract
Mountain watersheds in the Mediterranean region are highly susceptible to land degradation because steep slopes, variable rainfall, erodible substrates, and human pressure interact to accelerate runoff and sediment production. This study used Geographic Information Systems (GIS) and multi-temporal Landsat imagery to assess changes in vegetation cover, soil-surface condition, and reservoir extent around the Bin El Ouidane Dam in the Central High Atlas, Morocco, between 1987 and 2015. Landsat TM and Landsat 8 OLI/TIRS images with a spatial resolution of 30 m were processed, and four spectral indices were derived: the Normalized Difference Vegetation Index (NDVI), Brightness Index (BI), Coloration Index (CI), and Normalized Difference Water Index (NDWI). The mapped classes indicate an increase in dense vegetation from approximately 5% to 12% and in sparse vegetation from 17% to 20%, accompanied by a decline in bare or poorly vegetated surfaces from 73% to 60%. The soil-surface indices likewise show a reduction in the most exposed classes, although moderately degraded sectors remain extensive. NDWI-based mapping indicates an approximately 5.9% increase in mapped reservoir surface area between the two acquisition dates. Because the analysis compares two satellite snapshots, the observed changes should be interpreted as spatial associations rather than direct evidence of specific climatic or management causes. Overall, the results demonstrate the value of consistent spectral-index mapping for screening environmental change and prioritizing field verification and soil-conservation measures in mountainous watersheds.
Metrics
References
Ahalli T, Ouakhir H, Nouyati N, Khattach D, Ennaji N, Goumih M, et al. (2025). Impact of precipitation intensity and drought patterns on groundwater storage fluctuations within the Ghis-Nekor aquifer (Morocco). Ecological Engineering & Environmental Technology, 26(2): 323–341. https://doi.org/10.12912/27197050/199339
Barakat A, Ouargaf Z, Khellouk R, El Jazouli A, Touhami F (2019). Land use/land cover change and environmental impact assessment in Béni-Mellal District (Morocco) using remote sensing and GIS. Earth Systems and Environment, 3(1): 113–125. https://doi.org/10.1007/s41748-019-00088-y
Bywater-Reyes S, Segura C, Bladon KD (2017). Geology and geomorphology control suspended sediment yield and modulate increases following timber harvest in temperate headwater streams. Journal of Hydrology, 548: 754–769. https://doi.org/10.1016/j.jhydrol.2017.03.048
Di Pillo R, De Girolamo AM, Lo Porto A, Todisco MT (2023). Detecting the drivers of suspended sediment transport in an intermittent river: An event-based analysis. Catena, 222: 106881. https://doi.org/10.1016/j.catena.2022.106881
El Jazouli A, Barakat A, Khellouk R, Rais J, El Baghdadi M (2019). Remote sensing and GIS techniques for prediction of land use land cover change effects on soil erosion in the high basin of the Oum Er Rbia River (Morocco). Remote Sensing Applications: Society and Environment, 13: 361–374. https://doi.org/10.1016/j.rsase.2018.12.004
Ennaji N, Ouakhir H, Halouan S, Abahrour M (2022). Assessment of soil erosion rate using the EPM model: case of Ouaoumana basin, Middle Atlas, Morocco. IOP Conference Series: Earth and Environmental Science, 1090(1): 012004. https://doi.org/10.1088/1755-1315/1090/1/012004
Hmamouchi M, El-fengour A, El-fengour M, Houari A (2020). The assessment of erosion in Aoulai watershed (central Rif mountains, Morocco) based on the PAP-RAC guidelines application. Territorium, 27(I): 17–23. https://doi.org/10.14195/1647-7723_27-1_2
McFeeters SK (1996). The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features. International Journal of Remote Sensing, 17(7): 1425–1432. https://doi.org/10.1080/01431169608948714
Ouakhir H, El Ghachi M, Goumih M, Hamid L (2020). Fluvial dynamic in Oued El Abid Basin: monitoring and quantification at an upstream river section in Bin El Ouidane Dam—2016/2017 (Central High Atlas/Morocco). American Journal of Mechanics and Applications, 8(4): 47–58. https://doi.org/10.11648/j.ajma.20200804.11
Ouakhir H, Ennaji N, Spalevic V, Gomih M, Ghadbane O, Chakir M, et al. (2023). Changes in river bank morphology in a small meander of El Abid River, Atlas Mountains, Morocco. Agriculture and Forestry, 69(3): 199–209. https://doi.org/10.17707/AgricultForest.69.3.14
Ouakhir H, Ennaji N, Goumih M, Ghadbane O, Chakir M, El Ghachi M, et al. (2025a). Assessment of suspended sediment transport and associated sediment patterns in the Mkhdach catchment (Middle Atlas Mountainous/Morocco). Modeling Earth Systems and Environment, 11(4): 291. https://doi.org/10.1007/s40808-025-02475-z
Ouakhir H, Ennaji N, Goumih M, El Ghachi M, Barhazi L, Hilali A, et al. (2025b). Hydrosedimentary response of the two river basins from Middle and High Atlas of Morocco: a multiscale and systematic approach. Earth Systems and Environment, 10(3): 3681–3697. https://doi.org/10.1007/s41748-025-00841-6
Ouakhir H, Ennaji N, Goumih M, Lahlou N, Nafia K, Hamid M, et al. (2026a). Assessing soil loss patterns within the Srou River Basin, Atlas Mountains (Morocco). Mediterranean Geoscience Reviews, 8(2): 617–633. https://doi.org/10.1007/s42990-026-00243-4
Ouakhir H, Ennaji N, Goumih M, El Hawari J, Ghadbane O, Elkbichi O, et al. (2026b). Assessment of soil erosion processes by applying IntErO model within the Mkhdach catchment (Middle Atlas of Morocco). Environmental Earth Sciences, 85(9): 225. https://doi.org/10.1007/s12665-026-12946-w
Poeppl RE, Fryirs KA, Tunnicliffe J, Brierley GJ (2020). Managing sediment (dis)connectivity in fluvial systems. Science of the Total Environment, 736: 139627. https://doi.org/10.1016/j.scitotenv.2020.139627
Rouse JW Jr, Haas RH, Schell JA, Deering DW (1974). Monitoring vegetation systems in the Great Plains with ERTS. In: Freden SC, Mercanti EP, Becker MA, ed. Third Earth Resources Technology Satellite-1 Symposium. Washington, DC: National Aeronautics and Space Administration, pp. 309–317.
Vericat D, Batalla RJ (2010). Sediment transport from continuous monitoring in a perennial Mediterranean stream. Catena, 82(2): 77–86. https://doi.org/10.1016/j.catena.2010.05.003
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 El Houcine Chettar, Brahim Aammari, Abdellatif Essanbri, Mostafa Ouadrim

This work is licensed under a Creative Commons Attribution 4.0 International License.
Open Access, Copyright, and Licensing
All content published in Nova Geodesia is made immediately available on an open-access basis under the Creative Commons Attribution 4.0 International License (CC BY 4.0).
Authors retain copyright in their published work. By submitting and publishing an article in the journal, the authors grant Nova Geodesia and its publisher, the Society of Land Measurements and Cadastre from Transylvania (SMTCT), a non-exclusive right to publish, distribute, reproduce, archive, preserve, and disseminate the article in all formats and media.
Under the CC BY 4.0 license, users may read, download, copy, distribute, print, search, link to, adapt, and otherwise reuse the published content for any lawful purpose, including commercial use, provided that appropriate credit is given to the authors and the original publication, a link to the license is provided, and any changes are indicated.
The full terms of the license are available at:
https://creativecommons.org/licenses/by/4.0/
Authors are responsible for obtaining permission to reproduce any third-party material that is not covered by the article’s CC BY 4.0 license.
No submission fee, article processing charge, publication fee, or other mandatory publication charge is imposed by the journal.





























