References
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Choubert, G. & Faure-Muret, A. (1973) The Precambrian iron and manganese deposits of the Anti-Atlas.
- Clark, R. N. & Rencz, A. N. (1999) Spectroscopy of rocks and minerals, and principles of spectroscopy. Manual of remote sensing, 3(11), 3-58.
- 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.
- 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.
- 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.
- 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.
- 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 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.
- 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.
- 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.
- 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.
- 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.
- Gupta, C. K. & Krishnamurthy, N. (1992) Extractive metallurgy of rare earths. International materials reviews, 37(1), 197-248.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Hunt, G. R. & Ashley, R. P. (1979) Spectra of altered rocks in the visible and near infrared. Economic Geology, 74(7), 1613-1629.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Ninomiya, Y. (2004) Lithologic mapping with multispectral ASTER TIR and SWIR data, Sensors, Systems, and Next-Generation Satellites VII. SPIE.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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).
- 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.
- 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.
- 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.
- 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.
- Soulaimani, A. (1998) Interactions socle/couverture dans l’Anti-Atlas occidental (Maroc): rifting fini-Protérozoïque et orogenèse hercynienne. Thèse Doct., 215.
- 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.
- 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.
- 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.
- Tripathi, M. K. & Govil, H. (2019) Evaluation of AVIRIS-NG hyperspectral images for mineral identification and mapping. Heliyon, 5(11).