Lithological and Hydrothermal Alteration Mapping Using Terra ASTER and Landsat-8 OLI Multispectral Data in the North-Eastern Border of Kerdous Inlier, Western Anti-Atlasic Belt, Morocco
Laboratory of Geo-Heritage, Geo-Environment and Mineralogical and Hydrological Prospecting, Faculty of Sciences, University Mohammed PremierOujda, Morocco
This work is licensed under the Creative Commons Attribution 4.0 International License.
Adiri, Z., El Harti, A., Jellouli, A., Maacha, L., Azmi, M., Zouhair, M. & Bachaoui, E. M. (2020a) Mapping copper mineralization using EO-1 Hyperion data fusion with Landsat 8 OLI and Sentinel-2A in Moroccan Anti-Atlas. Geocarto International, 35(7), 781-800.AdiriZ.El HartiA.JellouliA.MaachaL.AzmiM.ZouhairM.BachaouiE. M. (2020a) Mapping copper mineralization using EO-1 Hyperion data fusion with Landsat 8 OLI and Sentinel-2A in Moroccan Anti-Atlas. Geocarto International, 35(7), 781-800.Search in Google Scholar
Adiri, Z., El Harti, A., Jellouli, A., Maacha, L., Azmi, M., Zouhair, M. & Bachaoui, E. M. (2020b) Mineralogical mapping using Landsat-8 OLI, Terra ASTER and Sentinel-2A multispectral data in Sidi Flah-Bouskour inlier, Moroccan Anti-Atlas. Journal of Spatial Science, 65(1), 147-171.AdiriZ.El HartiA.JellouliA.MaachaL.AzmiM.ZouhairM.BachaouiE. M. (2020b) Mineralogical mapping using Landsat-8 OLI, Terra ASTER and Sentinel-2A multispectral data in Sidi Flah-Bouskour inlier, Moroccan Anti-Atlas. Journal of Spatial Science, 65(1), 147-171.Search in Google Scholar
Atif, Y., Soulaimani, A., Ait lamqadem, A., Pour, A. B., Pradhan, B., Nouamane, E. A., Abdelali, K., Muslim, A. M. & Hossain, M. S. (2021) Identifying hydrothermally altered rocks using ASTER satellite imageries in Eastern Anti-Atlas of Morocco: a case study from Imiter silver mine. International Journal of Image and Data Fusion, 1-25.AtifY.SoulaimaniA.Ait lamqademA.PourA. B.PradhanB.NouamaneE. A.AbdelaliK.MuslimA. M.HossainM. S. (2021) Identifying hydrothermally altered rocks using ASTER satellite imageries in Eastern Anti-Atlas of Morocco: a case study from Imiter silver mine. International Journal of Image and Data Fusion, 1-25.Search in Google Scholar
Azizi, H., Tarverdi, M. & Akbarpour, A. (2010) Extraction of hydrothermal alterations from ASTER SWIR data from east Zanjan, northern Iran. J Advances in Space Research, 46(1), 99-109.AziziH.TarverdiM.AkbarpourA. (2010) Extraction of hydrothermal alterations from ASTER SWIR data from east Zanjan, northern Iran. J Advances in Space Research, 46(1), 99-109.Search in Google Scholar
Azmi, D. E., Aissa, M., Ouguir, H., Mahdoudi, M., El Azmi, M., Ouadjo, A. & Zouhair, M. (2014) Magmatic context of Bou Skour copper deposit (eastern Anti-Atlas, Morocco): petrogrography, geochemistry and alterations. Journal of African Earth Sciences, 97, 40-55.AzmiD. E.AissaM.OuguirH.MahdoudiM.El AzmiM.OuadjoA.ZouhairM. (2014) Magmatic context of Bou Skour copper deposit (eastern Anti-Atlas, Morocco): petrogrography, geochemistry and alterations. Journal of African Earth Sciences, 97, 40-55.Search in Google Scholar
Bachri, I., Hakdaoui, M., Raji, M., Teodoro, A. C. & Benbouziane, A. (2019) Machine learning algorithms for automatic lithological mapping using remote sensing data: A case study from Souk Arbaa Sahel, Sidi Ifni Inlier, Western Anti-Atlas, Morocco. ISPRS International Journal of Geo-Information, 8(6), 248.BachriI.HakdaouiM.RajiM.TeodoroA. C.BenbouzianeA. (2019) Machine learning algorithms for automatic lithological mapping using remote sensing data: A case study from Souk Arbaa Sahel, Sidi Ifni Inlier, Western Anti-Atlas, Morocco. ISPRS International Journal of Geo-Information, 8(6), 248.Search in Google Scholar
Bourque, H. (2016) Le cuivre de l'Anti-Atlas, un problème complexe: synthèse des occurrences cuprifères de la boutonnière de Bou Azzer-El Graara et nouvelles données (Anti-Atlas, Maroc)Orléans.BourqueH. (2016) Le cuivre de l'Anti-Atlas, un problème complexe: synthèse des occurrences cuprifères de la boutonnière de Bou Azzer-El Graara et nouvelles données (Anti-Atlas, Maroc)Orléans.Search in Google Scholar
Chang, C.-I., Liu, J., Chieu, B., Ren, H., Wang, C.-M., Lo, C., Chung, P.-C., Yang, C.-W. & Ma, D. (2000) Generalized constrained energy minimization approach to subpixel target detection for multispectral imagery. Optical Engineering, 39(5), 1275-1281.ChangC.-I.LiuJ.ChieuB.RenH.WangC.-M.LoC.ChungP.-C.YangC.-W.MaD. (2000) Generalized constrained energy minimization approach to subpixel target detection for multispectral imagery. Optical Engineering, 39(5), 1275-1281.Search in Google Scholar
Choubert, G. & Faure-Muret, A. (1973) The Precambrian iron and manganese deposits of the Anti-Atlas.ChoubertG.Faure-MuretA. (1973) The Precambrian iron and manganese deposits of the Anti-Atlas.Search in Google Scholar
Clark, R. N. & Rencz, A. N. (1999) Spectroscopy of rocks and minerals, and principles of spectroscopy. Manual of remote sensing, 3(11), 3-58.ClarkR. N.RenczA. N. (1999) Spectroscopy of rocks and minerals, and principles of spectroscopy. Manual of remote sensing, 3(11), 3-58.Search in Google Scholar
Cooley, T., Anderson, G. P., Felde, G. W., Hoke, M. L., Ratkowski, A. J., Chetwynd, J. H., Gardner, J. A., Adler-Golden, S. M., Matthew, M. W. & Berk, A. (2002) FLAASH, a MODTRAN4-based atmospheric correction algorithm, its application and validation, IEEE International Geoscience and Remote Sensing Symposium. IEEE.CooleyT.AndersonG. P.FeldeG. W.HokeM. L.RatkowskiA. J.ChetwyndJ. H.GardnerJ. A.Adler-GoldenS. M.MatthewM. W.BerkA. (2002) FLAASH, a MODTRAN4-based atmospheric correction algorithm, its application and validation, IEEE International Geoscience and Remote Sensing Symposium. IEEE.Search in Google Scholar
Corrie, R., Ninomiya, Y. & Aitchison, J. (2011) Applying Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) spectral indices for geological mapping and mineral identification on the Tibetan Plateau. arXiv preprint arXiv:1107.3499.CorrieR.NinomiyaY.AitchisonJ. (2011) Applying Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) spectral indices for geological mapping and mineral identification on the Tibetan Plateau. arXiv preprint arXiv:1107.3499.Search in Google Scholar
De Boissieu, F., Sevin, B., Cudahy, T., Mangeas, M., Chevrel, S., Ong, C., Rodger, A., Maurizot, P., Laukamp, C. & Lau, I. (2018) Regolith-geology mapping with support vector machine: A case study over weathered Ni-bearing peridotites, New Caledonia. International journal of applied earth observation and geoinformation, 64, 377-385.De BoissieuF.SevinB.CudahyT.MangeasM.ChevrelS.OngC.RodgerA.MaurizotP.LaukampC.LauI. (2018) Regolith-geology mapping with support vector machine: A case study over weathered Ni-bearing peridotites, New Caledonia. International journal of applied earth observation and geoinformation, 64, 377-385.Search in Google Scholar
Di Tommaso, I. & Rubinstein, N. (2007) Hydrothermal alteration mapping using ASTER data in the Infiernillo porphyry deposit, Argentina. Ore Geology Reviews, 32(1-2), 275-290.Di TommasoI.RubinsteinN. (2007) Hydrothermal alteration mapping using ASTER data in the Infiernillo porphyry deposit, Argentina. Ore Geology Reviews, 32(1-2), 275-290.Search in Google Scholar
El Harti, A., Bannari, A., Bachaoui, M., Aarab, E. & El-Ghmari, A. (2004) Etude spectroradiométrique des roches des Jebilet centrales (Maroc): perspective d’utilisation de la télédétection hyperspectrale pour la cartographie géologique. Télédétection, 4(3), 251-262.El HartiA.BannariA.BachaouiM.AarabE.El-GhmariA. (2004) Etude spectroradiométrique des roches des Jebilet centrales (Maroc): perspective d’utilisation de la télédétection hyperspectrale pour la cartographie géologique. Télédétection, 4(3), 251-262.Search in Google Scholar
El Janati, M. (2019) Application of remotely sensed ASTER data in detecting alteration hosting Cu, Ag and Au bearing mineralized zones in Taghdout area, Central Anti-Atlas of Morocco. Journal of African Earth Sciences, 151, 95-106.El JanatiM. (2019) Application of remotely sensed ASTER data in detecting alteration hosting Cu, Ag and Au bearing mineralized zones in Taghdout area, Central Anti-Atlas of Morocco. Journal of African Earth Sciences, 151, 95-106.Search in Google Scholar
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.FalS.MaananM.BaidderL.RhinaneH. (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.Search in Google Scholar
Farrand, W. H. & Harsanyi, J. C. (1997) Mapping the distribution of mine tailings in the Coeur d'Alene River Valley, Idaho, through the use of a constrained energy minimization technique. Remote Sensing of Environment, 59(1), 64-76.FarrandW. H.HarsanyiJ. C. (1997) Mapping the distribution of mine tailings in the Coeur d'Alene River Valley, Idaho, through the use of a constrained energy minimization technique. Remote Sensing of Environment, 59(1), 64-76.Search in Google Scholar
Ge, W., Cheng, Q., Tang, Y., Jing, L. & Gao, C. (2018) Lithological classification using sentinel-2A data in the Shibanjing ophiolite complex in inner Mongolia, China. Remote Sensing, 10(4), 638.GeW.ChengQ.TangY.JingL.GaoC. (2018) Lithological classification using sentinel-2A data in the Shibanjing ophiolite complex in inner Mongolia, China. Remote Sensing, 10(4), 638.Search in Google Scholar
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.GreenA. A.BermanM.SwitzerP.CraigM. 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.Search in Google Scholar
Gupta, C. K. & Krishnamurthy, N. (1992) Extractive metallurgy of rare earths. International materials reviews, 37(1), 197-248.GuptaC. K.KrishnamurthyN. (1992) Extractive metallurgy of rare earths. International materials reviews, 37(1), 197-248.Search in Google Scholar
Hajaj, S., El Harti, A. & Jellouli, A. (2022) Assessment of hyperspectral, multispectral, radar, and digital elevation model data in structural lineaments mapping: A case study from Ameln valley shear zone, Western Anti-Atlas Morocco. Remote Sensing Applications: Society and Environment, 100819.HajajS.El HartiA.JellouliA. (2022) Assessment of hyperspectral, multispectral, radar, and digital elevation model data in structural lineaments mapping: A case study from Ameln valley shear zone, Western Anti-Atlas Morocco. Remote Sensing Applications: Society and Environment, 100819.Search in Google Scholar
Hajaj, S., El Harti, A., Jellouli, A., Pour, A. B., Himyari, S. M., Hamzaoui, A., Bensalah, M. K., Benaouis, N. & Hashim, M. (2023a) HyMap airborne imaging spectroscopy for mineral potential mapping of cupriferous mineralization in a semi-arid region based on pixel/sub-pixel hydrothermal alteration minerals mapping–A case study.HajajS.El HartiA.JellouliA.PourA. B.HimyariS. M.HamzaouiA.BensalahM. K.BenaouisN.HashimM. (2023a) HyMap airborne imaging spectroscopy for mineral potential mapping of cupriferous mineralization in a semi-arid region based on pixel/sub-pixel hydrothermal alteration minerals mapping–A case study.Search in Google Scholar
Hajaj, S., El Harti, A., Jellouli, A., Pour, A. B., Himyari, S. M., Hamzaoui, A., Bensalah, M. K., Benaouiss, N. & Hashim, M. (2023b) HyMap imagery for copper and manganese prospecting in the east of Ameln valley shear zone (Kerdous inlier, western Anti-Atlas, Morocco). Journal of Spatial Science, 1-22.HajajS.El HartiA.JellouliA.PourA. B.HimyariS. M.HamzaouiA.BensalahM. K.BenaouissN.HashimM. (2023b) HyMap imagery for copper and manganese prospecting in the east of Ameln valley shear zone (Kerdous inlier, western Anti-Atlas, Morocco). Journal of Spatial Science, 1-22.Search in Google Scholar
Hajaj, S., El Harti, A., Jellouli, A., Pour, A. B., Mnissar Himyari, S., Hamzaoui, A. & Hashim, M. (2023c) Evaluating the Performance of Machine Learning and Deep Learning Techniques to HyMap Imagery for Lithological Mapping in a Semi-Arid Region: Case Study from Western Anti-Atlas, Morocco. Minerals, 13(6), 766.HajajS.El HartiA.JellouliA.PourA. B.Mnissar HimyariS.HamzaouiA.HashimM. (2023c) Evaluating the Performance of Machine Learning and Deep Learning Techniques to HyMap Imagery for Lithological Mapping in a Semi-Arid Region: Case Study from Western Anti-Atlas, Morocco. Minerals, 13(6), 766.Search in Google Scholar
Hassenforder, B. (1978) Evolution tectono-métamorphique du socle du Kerdous (Anti-Atlas occidental, Maroc) dans le cadre des orogenèses éburnéenne et pan-africaine. Sciences Géologiques, bulletins et mémoires, 31(1), 21-31.HassenforderB. (1978) Evolution tectono-métamorphique du socle du Kerdous (Anti-Atlas occidental, Maroc) dans le cadre des orogenèses éburnéenne et pan-africaine. Sciences Géologiques, bulletins et mémoires, 31(1), 21-31.Search in Google Scholar
Hejja, Y., Baidder, L., Ibouh, H., Bba, A. N., Soulaimani, A., Gaouzi, A. & Maacha, L. (2020) Fractures distribution and basement-cover interaction in a polytectonic domain: A case study from the Saghro Massif (Eastern Anti-Atlas, Morocco). Journal of African Earth Sciences, 162, 103694.HejjaY.BaidderL.IbouhH.BbaA. N.SoulaimaniA.GaouziA.MaachaL. (2020) Fractures distribution and basement-cover interaction in a polytectonic domain: A case study from the Saghro Massif (Eastern Anti-Atlas, Morocco). Journal of African Earth Sciences, 162, 103694.Search in Google Scholar
Hunt, G. R. & Ashley, R. P. (1979) Spectra of altered rocks in the visible and near infrared. Economic Geology, 74(7), 1613-1629.HuntG. R.AshleyR. P. (1979) Spectra of altered rocks in the visible and near infrared. Economic Geology, 74(7), 1613-1629.Search in Google Scholar
Ibrahim, W., Watanabe, K. & Yonezu, K. (2016) Structural and litho-tectonic controls on Neoproterozoic base metal sulfide and gold mineralization in North Hamisana shear zone, South Eastern Desert, Egypt: The integrated field, structural, Landsat 7 ETM+ and ASTER data approach. Ore Geology Reviews, 79, 62-77.IbrahimW.WatanabeK.YonezuK. (2016) Structural and litho-tectonic controls on Neoproterozoic base metal sulfide and gold mineralization in North Hamisana shear zone, South Eastern Desert, Egypt: The integrated field, structural, Landsat 7 ETM+ and ASTER data approach. Ore Geology Reviews, 79, 62-77.Search in Google Scholar
Iwasaki, A., Fujisada, H., Akao, H., Shindou, O. & Akagi, S. (2002) Enhancement of spectral separation performance for ASTER/SWIR, Infrared spaceborne remote sensing IX. SPIE.IwasakiA.FujisadaH.AkaoH.ShindouO.AkagiS. (2002) Enhancement of spectral separation performance for ASTER/SWIR, Infrared spaceborne remote sensing IX. SPIE.Search in Google Scholar
Jellouli, A., El Harti, A., Adiri, Z., Bachaoui, E. M. & El Ghmari, A. (2019) Application of remote sensing data in lithological discrimination of kerdous inlier in the anti atlas belt of Morocco. JOIV: International Journal on Informatics Visualization, 3(2-2), 227-232.JellouliA.El HartiA.AdiriZ.BachaouiE. M.El GhmariA. (2019) Application of remote sensing data in lithological discrimination of kerdous inlier in the anti atlas belt of Morocco. JOIV: International Journal on Informatics Visualization, 3(2-2), 227-232.Search in Google Scholar
Jellouli, A., El Harti, A., Adiri, Z., Chakouri, M., El Hachimi, J. & Bachaoui, E. M. (2021) Application of optical and radar satellite images for mapping tectonic lineaments in kerdous inlier of the Anti-Atlas belt, Morocco. Remote Sensing Applications: Society and Environment, 22, 100509.JellouliA.El HartiA.AdiriZ.ChakouriM.El HachimiJ.BachaouiE. M. (2021) Application of optical and radar satellite images for mapping tectonic lineaments in kerdous inlier of the Anti-Atlas belt, Morocco. Remote Sensing Applications: Society and Environment, 22, 100509.Search in Google Scholar
Kelka, U., Martinez, C., Krapf, C., Westerlund, S., Gonzalez-Alvarez, I., Pawley, M. & Foss, C. (2021) Establishing an integrated workflow identifying and linking surface and subsurface lineaments for mineral exploration under cover: Example from the Gawler Craton, South Australia. Solid Earth Discussions, 1-27.KelkaU.MartinezC.KrapfC.WesterlundS.Gonzalez-AlvarezI.PawleyM.FossC. (2021) Establishing an integrated workflow identifying and linking surface and subsurface lineaments for mineral exploration under cover: Example from the Gawler Craton, South Australia. Solid Earth Discussions, 1-27.Search in Google Scholar
Kokaly, R., Clark, R., Swayze, G., Livo, K., Hoefen, T., Pearson, N., Wise, R., Benzel, W., Lowers, H. & Driscoll, R. (2017) Usgs spectral library version 7 data: Us geological survey data release. United States Geological Survey (USGS): Reston, VA, USA, 61.KokalyR.ClarkR.SwayzeG.LivoK.HoefenT.PearsonN.WiseR.BenzelW.LowersH.DriscollR. (2017) Usgs spectral library version 7 data: Us geological survey data release. United States Geological Survey (USGS): Reston, VA, USA, 61.Search in Google Scholar
Lahna, A. A., Youbi, N., Tassinari, C. C. G., Basei, M. A. S., Ernst, R. E., Chaib, L., Barzouk, A., Mata, J., Gärtner, A. & Admou, H. (2020) Revised stratigraphic framework for the lower Anti-Atlas supergroup based on U–Pb geochronology of magmatic and detrital zircons (Zenaga and Bou Azzer-El Graara inliers, Anti-Atlas Belt, Morocco). Journal of African Earth Sciences, 171, 103946.LahnaA. A.YoubiN.TassinariC. C. G.BaseiM. A. S.ErnstR. E.ChaibL.BarzoukA.MataJ.GärtnerA.AdmouH. (2020) Revised stratigraphic framework for the lower Anti-Atlas supergroup based on U–Pb geochronology of magmatic and detrital zircons (Zenaga and Bou Azzer-El Graara inliers, Anti-Atlas Belt, Morocco). Journal of African Earth Sciences, 171, 103946.Search in Google Scholar
Lhissou, R., El Harti, A., Maimouni, S. & Adiri, Z. (2020) Assessment of the image-based atmospheric correction of multispectral satellite images for geological mapping in arid and semi-arid regions. Remote Sensing Applications: Society and Environment, 20, 100420.LhissouR.El HartiA.MaimouniS.AdiriZ. (2020) Assessment of the image-based atmospheric correction of multispectral satellite images for geological mapping in arid and semi-arid regions. Remote Sensing Applications: Society and Environment, 20, 100420.Search in Google Scholar
Liu, H., Wu, K., Xu, H. & Xu, Y. (2021) Lithology classification using TASI thermal infrared hyperspectral data with convolutional neural networks. Remote Sensing, 13(16), 3117.LiuH.WuK.XuH.XuY. (2021) Lithology classification using TASI thermal infrared hyperspectral data with convolutional neural networks. Remote Sensing, 13(16), 3117.Search in Google Scholar
Liu, J., Wang, C., Chieu, B., Chang, C.-I., Ren, H. & Yang, C.-W. (1999) Generalized constrained energy minimization approach to subpixel detection for multispectral imagery, Image and Signal Processing for Remote Sensing V. International Society for Optics and Photonics.LiuJ.WangC.ChieuB.ChangC.-I.RenH.YangC.-W. (1999) Generalized constrained energy minimization approach to subpixel detection for multispectral imagery, Image and Signal Processing for Remote Sensing V. International Society for Optics and Photonics.Search in Google Scholar
Maddi, O., Baoutoul, H., Maacha, L., Ennaciri, O., Soulaimani, A., Mouttaqi, A., Rjimati, L., Michard, A. & Ibouh, H. (2011) La mine d’Agjgal au sud de Kerdous; considérations sur les gîtes stratoïdes de cuivre et argent de l’Anti Atlas occidental et central. Les nouveaux guides géologiques et miniers du Maroc: Les principales mines du Maroc: Notes et Mémoires du Service Géologique du Maroc, 9, 151-156.MaddiO.BaoutoulH.MaachaL.EnnaciriO.SoulaimaniA.MouttaqiA.RjimatiL.MichardA.IbouhH. (2011) La mine d’Agjgal au sud de Kerdous; considérations sur les gîtes stratoïdes de cuivre et argent de l’Anti Atlas occidental et central. Les nouveaux guides géologiques et miniers du Maroc: Les principales mines du Maroc: Notes et Mémoires du Service Géologique du Maroc, 9, 151-156.Search in Google Scholar
Mars, J. C. & Rowan, L. C. (2006) Regional mapping of phyllic-and argillic-altered rocks in the Zagros magmatic arc, Iran, using Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data and logical operator algorithms. Geosphere, 2(3), 161-186.MarsJ. C.RowanL. C. (2006) Regional mapping of phyllic-and argillic-altered rocks in the Zagros magmatic arc, Iran, using Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data and logical operator algorithms. Geosphere, 2(3), 161-186.Search in Google Scholar
Moradpour, H., Rostami Paydar, G., Pour, A. B., Valizadeh Kamran, K., Feizizadeh, B., Muslim, A. M. & Hossain, M. S. (2020) Landsat-7 and ASTER remote sensing satellite imagery for identification of iron skarn mineralization in metamorphic regions. Geocarto International, 1-28.MoradpourH.Rostami PaydarG.PourA. B.Valizadeh KamranK.FeizizadehB.MuslimA. M.HossainM. S. (2020) Landsat-7 and ASTER remote sensing satellite imagery for identification of iron skarn mineralization in metamorphic regions. Geocarto International, 1-28.Search in Google Scholar
Moran, M. S., Jackson, R. D., Slater, P. N. & Teillet, P. M. (1992) Evaluation of simplified procedures for retrieval of land surface reflectance factors from satellite sensor output. Remote Sensing of Environment, 41(2-3), 169-184.MoranM. S.JacksonR. D.SlaterP. N.TeilletP. M. (1992) Evaluation of simplified procedures for retrieval of land surface reflectance factors from satellite sensor output. Remote Sensing of Environment, 41(2-3), 169-184.Search in Google Scholar
Nafigin, I. O., Ishmukhametova, V. T., Ustinov, S. A., Minaev, V. A. & Petrov, V. A. (2022) Geological and Mineralogical Mapping Based on Statistical Methods of Remote Sensing Data Processing of Landsat-8: A Case Study in the Southeastern Transbaikalia, Russia. Sustainability, 14(15), 9242.NafiginI. O.IshmukhametovaV. T.UstinovS. A.MinaevV. A.PetrovV. A. (2022) Geological and Mineralogical Mapping Based on Statistical Methods of Remote Sensing Data Processing of Landsat-8: A Case Study in the Southeastern Transbaikalia, Russia. Sustainability, 14(15), 9242.Search in Google Scholar
Ninomiya, S. P. F. B. (2010) Detecting lithologic features from ASTER VNIR SWIR multispectral data in the arid region: A case study in the eastern Kalpin uplift| southwest Tian Shan. Chinese Journal of Geology, 45(01), 333-347.NinomiyaS. P. F. B. (2010) Detecting lithologic features from ASTER VNIR SWIR multispectral data in the arid region: A case study in the eastern Kalpin uplift| southwest Tian Shan. Chinese Journal of Geology, 45(01), 333-347.Search in Google Scholar
Ninomiya, Y. (2004) Lithologic mapping with multispectral ASTER TIR and SWIR data, Sensors, Systems, and Next-Generation Satellites VII. SPIE.NinomiyaY. (2004) Lithologic mapping with multispectral ASTER TIR and SWIR data, Sensors, Systems, and Next-Generation Satellites VII. SPIE.Search in Google Scholar
Pouit, G. (1966) Paléogéographie et répartition des minéralisations stratiformes de cuivre dans l'Anti-Atlas occidental (Maroc). Chronique des Mines et de la Recherche minière, 34(356), 279-289.PouitG. (1966) Paléogéographie et répartition des minéralisations stratiformes de cuivre dans l'Anti-Atlas occidental (Maroc). Chronique des Mines et de la Recherche minière, 34(356), 279-289.Search in Google Scholar
Pour, A. B. & Hashim, M. (2012) Identifying areas of high economic-potential copper mineralization using ASTER data in the Urumieh–Dokhtar Volcanic Belt, Iran. Advances in Space Research, 49(4), 753-769.PourA. B.HashimM. (2012) Identifying areas of high economic-potential copper mineralization using ASTER data in the Urumieh–Dokhtar Volcanic Belt, Iran. Advances in Space Research, 49(4), 753-769.Search in Google Scholar
Pour, A. B., Hashim, M., Hong, J. K. & Park, Y. (2019a) Lithological and alteration mineral mapping in poorly exposed lithologies using Landsat-8 and ASTER satellite data: North-eastern Graham Land, Antarctic Peninsula. Ore Geology Reviews, 108, 112-133.PourA. B.HashimM.HongJ. K.ParkY. (2019a) Lithological and alteration mineral mapping in poorly exposed lithologies using Landsat-8 and ASTER satellite data: North-eastern Graham Land, Antarctic Peninsula. Ore Geology Reviews, 108, 112-133.Search in Google Scholar
Pour, A. B., Park, Y., Park, T.-Y. S., Hong, J. K., Hashim, M., Woo, J. & Ayoobi, I. (2019b) Evaluation of ICA and CEM algorithms with Landsat-8/ASTER data for geological mapping in inaccessible regions. Geocarto International, 34(7), 785-816.PourA. B.ParkY.ParkT.-Y. S.HongJ. K.HashimM.WooJ.AyoobiI. (2019b) Evaluation of ICA and CEM algorithms with Landsat-8/ASTER data for geological mapping in inaccessible regions. Geocarto International, 34(7), 785-816.Search in Google Scholar
Pour, A. B., S Park, T.-Y., Park, Y., Hong, J. K., M Muslim, A., Läufer, A., Crispini, L., Pradhan, B., Zoheir, B. & Rahmani, O. (2019c) Landsat-8, advanced spaceborne thermal emission and reflection radiometer, and WorldView-3 multispectral satellite imagery for prospecting copper-gold mineralization in the northeastern Inglefield Mobile Belt (IMB), northwest Greenland. Remote Sensing, 11(20), 2430.PourA. B.S ParkT.-Y.ParkY.HongJ. K.M MuslimA.LäuferA.CrispiniL.PradhanB.ZoheirB.RahmaniO. (2019c) Landsat-8, advanced spaceborne thermal emission and reflection radiometer, and WorldView-3 multispectral satellite imagery for prospecting copper-gold mineralization in the northeastern Inglefield Mobile Belt (IMB), northwest Greenland. Remote Sensing, 11(20), 2430.Search in Google Scholar
Pour, A. B., Sekandari, M., Rahmani, O., Crispini, L., Läufer, A., Park, Y., Hong, J. K., Pradhan, B., Hashim, M. & Hossain, M. S. (2021) Identification of Phyllosilicates in the Antarctic Environment Using ASTER Satellite Data: Case Study from the Mesa Range, Campbell and Priestley Glaciers, Northern Victoria Land. Remote Sensing, 13(1).PourA. B.SekandariM.RahmaniO.CrispiniL.LäuferA.ParkY.HongJ. K.PradhanB.HashimM.HossainM. S. (2021) Identification of Phyllosilicates in the Antarctic Environment Using ASTER Satellite Data: Case Study from the Mesa Range, Campbell and Priestley Glaciers, Northern Victoria Land. Remote Sensing, 13(1).Search in Google Scholar
Rajan Girija, R. & Mayappan, S. (2019) Mapping of mineral resources and lithological units: A review of remote sensing techniques. International Journal of Image and Data Fusion, 10(2), 79-106.Rajan GirijaR.MayappanS. (2019) Mapping of mineral resources and lithological units: A review of remote sensing techniques. International Journal of Image and Data Fusion, 10(2), 79-106.Search in Google Scholar
Rowan, L. C., Mars, J. C. & Simpson, C. J. (2005) Lithologic mapping of the Mordor, NT, Australia ultramafic complex by using the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER). Remote sensing of Environment, 99(1-2), 105-126.RowanL. C.MarsJ. C.SimpsonC. J. (2005) Lithologic mapping of the Mordor, NT, Australia ultramafic complex by using the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER). Remote sensing of Environment, 99(1-2), 105-126.Search in Google Scholar
Serbouti, I., Raji, M., Hakdaoui, M., Pradhan, B., Lee, C.-W. & Alamri, A. M. (2021) Pixel and Object-Based Machine Learning Classification Schemes for Lithological Mapping Enhancement of Semi-Arid Regions Using Sentinel-2A Imagery: A Case Study of the Southern Moroccan Meseta. IEEE Access, 9, 119262-119278.SerboutiI.RajiM.HakdaouiM.PradhanB.LeeC.-W.AlamriA. M. (2021) Pixel and Object-Based Machine Learning Classification Schemes for Lithological Mapping Enhancement of Semi-Arid Regions Using Sentinel-2A Imagery: A Case Study of the Southern Moroccan Meseta. IEEE Access, 9, 119262-119278.Search in Google Scholar
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.ShirmardH.FarahbakhshE.MüllerR. D.ChandraR. (2022) A review of machine learning in processing remote sensing data for mineral exploration. Remote Sensing of Environment, 268, 112750.Search in Google Scholar
Soulaimani, A. (1998) Interactions socle/couverture dans l’Anti-Atlas occidental (Maroc): rifting fini-Protérozoïque et orogenèse hercynienne. Thèse Doct., 215.SoulaimaniA. (1998) Interactions socle/couverture dans l’Anti-Atlas occidental (Maroc): rifting fini-Protérozoïque et orogenèse hercynienne. Thèse Doct., 215.Search in Google Scholar
Soulaimani, A., Admou, H., Youbi, N., Hafid, A. & Hefferan, K. P. (2014a) Application of ASTER remote sensing data to geological mapping of basement domains in arid regions: a case study from the Central Anti-Atlas, Iguerda inlier, Morocco. Arabian Journal of Geosciences, 7(6), 2407-2422.SoulaimaniA.AdmouH.YoubiN.HafidA.HefferanK. P. (2014a) Application of ASTER remote sensing data to geological mapping of basement domains in arid regions: a case study from the Central Anti-Atlas, Iguerda inlier, Morocco. Arabian Journal of Geosciences, 7(6), 2407-2422.Search in Google Scholar
Soulaimani, A., Michard, A., Ouanaimi, H., Baidder, L., Raddi, Y., Saddiqi, O. & Rjimati, E. (2014b) Late Ediacaran–Cambrian structures and their reactivation during the Variscan and Alpine cycles in the Anti-Atlas (Morocco). Journal of African Earth Sciences, 98, 94-112.SoulaimaniA.MichardA.OuanaimiH.BaidderL.RaddiY.SaddiqiO.RjimatiE. (2014b) Late Ediacaran–Cambrian structures and their reactivation during the Variscan and Alpine cycles in the Anti-Atlas (Morocco). Journal of African Earth Sciences, 98, 94-112.Search in Google Scholar
Soulaimani, A. & Piqué, A. (2004) The Tasrirt structure (Kerdous inlier, Western Anti-Atlas, Morocco): a late Pan-African transtensive dome. Journal of African Earth Sciences, 39(3-5), 247-255.SoulaimaniA.PiquéA. (2004) The Tasrirt structure (Kerdous inlier, Western Anti-Atlas, Morocco): a late Pan-African transtensive dome. Journal of African Earth Sciences, 39(3-5), 247-255.Search in Google Scholar
Tripathi, M. K. & Govil, H. (2019) Evaluation of AVIRIS-NG hyperspectral images for mineral identification and mapping. Heliyon, 5(11).TripathiM. K.GovilH. (2019) Evaluation of AVIRIS-NG hyperspectral images for mineral identification and mapping. Heliyon, 5(11).Search in Google Scholar