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Tytuł artykułu

A combined field and automatic approach for lithological discrimination in semi-arid regions, the case of geological maps of bir later region and its vicinity, Nementcha mounts, Algeria

Treść / Zawartość
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The Sahara’s Nememcha mountains chain suffers from a significant lack of large-scale geological information. In the Bir Later region with complex morpho-structural settings and arid climate conditions; geological maps have not been yet completed by competent authorities. However, this region harbours Algeria’s largest phosphate mine; with its reserves estimated at more than one billion tons of ore grading 20% phosphorus pentoxide. Geomatic-based techniques of Multisource Remote Sensing data allow the classification and identification of the lithologic features. The adopted method quarries the spectral signal, the alteration processes, and the thickness of the rocky banks. For this task, we apply Principal Component Analysis (PCA), Minimum Noise Fraction (MNF), directional filters, and unsupervised classification (K-Means data) techniques to calibrate and correct Landsat 8 OLI and Sentinel-2A multispectral images. A petrographic study with field and laboratory work was carried out in order to confirm the machine description of the different facies. The results showed that the proposed lithology classification scheme can achieve accurate classification of all lithologic types, in the Cenozoic, Mesozoic, and Holocene deposits of the study area. The lithological map obtained from the GIS-RS-Processing is highly correlated with our field survey. Therefore, multispectral image data (Landsat 8 OLI and Sentinel-2A) coupled with an advanced image enhancement technique and field surveys are recommended as a rapid and cost-effective tool for lithologic discrimination and mapping. The experimental results fully demonstrated the advantages of the reliance on laboratory tests in the sensed lithology validation in an arid area.
Rocznik
Tom
Strony
7--26
Opis fizyczny
Bibliogr. 34 poz., rys., tab.
Twórcy
  • Emergent Materials Research Unit, Farhat Abbas University, Algeria
  • Department of Earth Sciences, Institute of Architecture and Earth Sciences, Ferhat Abbas University, Algeria
autor
  • Department of Earth Sciences, Institute of Architecture and Earth Sciences, Ferhat Abbas University, Algeria
  • Laboratory of Applied Research in Engineering Geology, Geotechnics, Water Sciences, and Environment, Ferhat Abbas University, Algeria
autor
  • Earth Sciences, Faculty of Sciences, University of Gafsa, Tunisia
Bibliografia
  • Achour Y., Boumezbeur A., Hadji R., Chouabbi A., Cavaleiro V., Bendaoud E.A. 2017. Landslide susceptibility mapping using analytic hierarchy process and information value methods along a highway road section in Constantine, Algeria. Arabian Journal of Geosciences, 10(8), 1–16.
  • Alley R. 1999. Algorithm theoretical basis document for: decorrelation stretch.
  • Anis Z., Wissem G., Riheb H., Biswajeet P., Essghaier G.M. 2019. Effects of clay properties in the landslides genesis in flysch massif: Case study of Aïn Draham, North Western Tunisia. Journal of African Earth Sciences, 151, 146–152.
  • Boulemia S., Hadji R., Hamimed M. 2021. Depositional environment of phosphorites in a semiarid climate region, case of El Kouif area (Algerian-Tunisian border). Carbonates and Evaporites, 36(3), 1–15.
  • Dahoua L., Yakovitch S.V., Hadji R.H. 2017. GIS-based technic for roadside-slope stability assessment: an bivariate approach for A1 East-west highway, North Algeria. Mining Science, 24.
  • Demdoum A., Hamed Y., Feki M., Hadji R., Djebbar M. 2015. Multi-tracer investigation of groundwater in El Eulma Basin (Northwestern Algeria), North Africa. Arabian Journal of Geosciences, 8(5), 3321–3333.
  • El Fels A.E.A., El Ghorfi M. 2022. Using remote sensing data for geological mapping in semiarid environment: a machine learning approach. Earth Science Informatics, 15(1), 485–496.
  • El Mekki A., Hadji R., Chemseddine F. 2017. Use of slope failures inventory and climatic data for landslide susceptibility, vulnerability, and risk mapping in souk Ahras region. Mining Science, 24.
  • Fal S., Maanan M., Baidder L., Rhinane H. 2019. The contribution of Sentinel-2 satellite images for geological mapping in the south of Tafilalet basin (Eastern Anti-Atlas, Morocco). The International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, 42, 75–82.
  • Gadri L., Hadji R., Zahri F., Benghazi Z., Boumezbeur A., Laid B.M., Raїs K. 2015. The quarries edges stability in opencast mines: a case study of the Jebel Onk phosphate mine, NE Algeria. Arabian Journal of Geosciences, 8 (11), 8987–8997.
  • Ge W., Cheng Q., Jing L., Armenakis C., Ding H. 2018. Lithological discrimination using ASTER and Sentinel-2A in the Shibanjing ophiolite complex of Beishan orogenic in Inner Mongolia, China. Advances in Space Research, 62(7), 1702–1716.
  • Green A.A., Berman M., Switzer P., Craig M.D. 1988. A transformation for ordering multispectral data in terms of image quality with implications for noise removal. IEEE Transactions on Geoscience and Remote Sensing, 26(1), 65–74.
  • Hadji R., Achour Y., Hamed Y. 2017a. Using GIS and RS for slope movement susceptibility mapping: comparing AHP, LI and LR methods for the Oued Mellah Basin, NE Algeria. In: EuroMediterranean Conference for Environmental Integration. Springer, Cham, 1853–1856.
  • Hadji R., Limani Y., Demdoum A. 2014 b. Using multivariate approach and GIS applications to predict slope instability hazard case study of Machrouha municipality, NE Algeria. In: 2014 1st International Conference on Information and Communication Technologies for Disaster Management (ICT-DM). IEEE, 1–10.
  • Hadji R., Limani Y., Baghem M., Demdoum A. 2013. Geologic, topographic and climatic controls in landslide hazard assessment using GIS modeling: a case study of Souk Ahras region, NE Algeria. Quaternary International, 302, 224–237.
  • Hadji R., Limani Y., Boumazbeur A.E., Demdoum A., Zighmi K., Zahri F., Chouabi A. 2014a. Climate change and its influence on shrinkage-swelling clays susceptibility in a semi-arid zone: a case study of Souk Ahras municipality, NE-Algeria. Desalination and Water Treatment, 52(10–12), 2057–2072.
  • Hadji R., Rais K., Gadri L., Chouabi A., Hamed Y. 2017b. Slope failure characteristics and slope movement susceptibility assessment using GIS in a medium scale: a case study from Ouled Driss and Machroha municipalities, Northeast Algeria. Arabian Journal for Science and Engineering, 42(1), 281–300.
  • Hamad A., Hadji R., Bâali F., Houda B., Redhaounia B., Zighmi K., Hamed Y. 2018. Conceptual model for karstic aquifers by combined analysis of GIS, chemical, thermal, and isotopic tools in Tuniso-Algerian transboundary basin. Arabian Journal of Geosciences, 11(15), 1–16.
  • Hamad A., Hadji R., Boubaya D., Brahmi S., Baali F., Legrioui R., Hamed Y. 2021. Integrating gravity data for structural investigation of the Youkous-Tebessa and Foussana-Talah transboundary basins (North Africa). Euro-Mediterranean Journal for Environmental Integration, 6(2), 1–11.
  • Hamed Y., Ahmadi R., Hadji R., Mokadem N., Dhia H.B., Ali W. 2014. Groundwater evolution of the Continental Intercalaire aquifer of Southern Tunisia and a part of Southern Algeria: use of geochemical and isotopic indicators. Desalination and Water Treatment, 52(10–12), 1990–1996.
  • Hamed Y., Khelifi F., Houda B., Sâad A.B., Ncibi K., Hadji R., Hamad A. 2022. Phosphate mining pollution in southern Tunisia: environmental, epidemiological, and socioeconomic investigation. Environment, Development and Sustainability, 1–18.
  • Hamed Y., Redhaounia B., Sâad A., Hadji R., Zahri F., Zighmi K. 2017. Hydrothermal waters from karst aquifer: Case study of the Trozza basin (Central Tunisia). Journal of Tethys, 5(1), 33–44.
  • Hammad N., Djidel M., Maabedi N. 2016 . Geological lineament mapping in arid area by semiautomatic extraction from satellite images: example at the El Kseïbat region (Algerian Sahara). Estudios Geologicos (Madrid), 72(1).
  • Khan S., Abbas A. 2007. Using remote sensing techniques for appraisal of irrigated soil salinity. Int. Congr. Model. Simul. (MODSIM), Model. Simul. Soc. Aust. New Zealand, Bright, (January), 2632–2638.
  • Lu J., Han L., Zha X., Li L. 2022 . Lithology classification in semi-arid areas based on vegetation suppression integrating microwave and optical remote sensing images: Duolun County, Inner Mongolia Autonomous Region, China. Geocarto International, 1–24.
  • Manchar N., Benabbas C., Hadji R., Bouaicha F., Grecu F. 2018. Landslide susceptibility assessment in Constantine region (NE Algeria) by means of statistical models. Studia Geotechnica et Mechanica, 40(3), 208–219.
  • Mokadem N., Demdoum A., Hamed Y., Bouri S., Hadji R., Boyce A., Sâad A. 2016. Hydrogeochemical and stable isotope data of groundwater of a multi-aquifer system: Northern Gafsa basin – Central Tunisia. Journal of African Earth Sciences, 114, 174–191.
  • Mouici R., Baali F., Hadji R., Boubaya D., Audra P., Fehdi C.É., ... Arfib B. 2017. Geophysical, Geotechnical, and Speleologic assessment for karst-sinkhole collapse genesis in Cheria plateau (NE Algeria). Mining Science, 24, 59–71.
  • Ncibi K., Hadji R., Hamdi M., Mokadem N., Abbes M., Khelifi F., ... Hamed Y. 2020. Application of the analytic hierarchy process to weight the criteria used to determine the Water Quality Index of groundwater in the northeastern basin of the Sidi Bouzid region, Central Tunisia. Euro-Mediterranean Journal for Environmental Integration, 5(1), 1–15.
  • Rais K., Kara M., Gadri L., Hadji R., Khochmen L. 2017. Original approach for the drilling proces optimization in open cast mines: case study of Kef Essenoun open pit mine Northeast of Algeria. Mining Science, 24.
  • Shebl A., Kusky T., Csámer Á. 2022. Advanced land imager superiority in lithological classification utilizing machine learning algorithms. Arabian Journal of Geosciences, 15(9), 1–13.
  • Shirmard H., Farahbakhsh E., Müller R.D., Chandra R. 2022. A review of machine learning in processing remote sensing data for mineral exploration. Remote Sensing of Environment, 268, 112750.
  • Tamani F., Hadji R., Hamad A., Hamed Y. 2019. Integrating remotely sensed and GIS data for the detailed geological mapping in semi-arid regions: case of Youks les Bains Area, Tebessa Province, NE Algeria. Geotechnical and Geological Engineering, 37(4), 2903–2913.
  • Zahri F., Boukelloul M.L., Hadji R., Talhi K. 2016. Slope stability analysis in open pit mines of Jebel Gustar career, NE Algeria – a multi-steps approach. Mining Science, 23.
Uwagi
Opracowanie rekordu ze środków MEiN, umowa nr SONP/SP/546092/2022 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2022-2023).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-c704a1dd-dc5c-43e5-a784-dee86fc98f2e
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