{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,10]],"date-time":"2026-05-10T04:26:17Z","timestamp":1778387177395,"version":"3.51.4"},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Arab J Geosci"],"published-print":{"date-parts":[[2019,1]]},"DOI":"10.1007\/s12517-018-4202-2","type":"journal-article","created":{"date-parts":[[2019,1,9]],"date-time":"2019-01-09T00:49:17Z","timestamp":1546994957000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":27,"title":["Modeling and mapping of soil salinity in Tafilalet plain (Morocco)"],"prefix":"10.1007","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0135-5482","authenticated-orcid":false,"given":"Mohammed","family":"El hafyani","sequence":"first","affiliation":[]},{"given":"Ali","family":"Essahlaoui","sequence":"additional","affiliation":[]},{"given":"Mohamed","family":"El baghdadi","sequence":"additional","affiliation":[]},{"given":"Ana C.","family":"Teodoro","sequence":"additional","affiliation":[]},{"given":"Meriame","family":"Mohajane","sequence":"additional","affiliation":[]},{"given":"Abdellah","family":"El hmaidi","sequence":"additional","affiliation":[]},{"given":"Abdelhadi","family":"El ouali","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,1,8]]},"reference":[{"key":"4202_CR1","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1016\/j.pce.2010.12.004","volume":"55\u201357","author":"A Abbas","year":"2013","unstructured":"Abbas A et al (2013) Characterizing soil salinity in irrigated agriculture using a remote sensing approach. Phys Chem Earth 55\u201357:43\u201352, Elsevier Ltd. \n                    https:\/\/doi.org\/10.1016\/j.pce.2010.12.004","journal-title":"Phys Chem Earth"},{"issue":"December","key":"4202_CR2","doi-asserted-by":"publisher","first-page":"373","DOI":"10.4236\/ars.2013.24040","volume":"2","author":"A Allbed","year":"2013","unstructured":"Allbed A, Kumar L (2013) Soil salinity mapping and monitoring in arid and semi-arid regions using remote sensing technology: a review. Adv Remote Sens 2(December):373\u2013385. \n                    https:\/\/doi.org\/10.4236\/ars.2013.24040","journal-title":"Adv Remote Sens"},{"issue":"2","key":"4202_CR3","doi-asserted-by":"publisher","first-page":"1137","DOI":"10.3390\/rs6021137","volume":"6","author":"A Allbed","year":"2014","unstructured":"Allbed A, Kumar L, Sinha P (2014) Mapping and modelling spatial variation in soil salinity in the Al Hassa Oasis based on remote sensing indicators and regression techniques. Remote Sens 6(2):1137\u20131157. \n                    https:\/\/doi.org\/10.3390\/rs6021137","journal-title":"Remote Sens"},{"issue":"19\u201320","key":"4202_CR4","doi-asserted-by":"publisher","first-page":"2795","DOI":"10.1080\/00103620802432717","volume":"39","author":"A Bannari","year":"2008","unstructured":"Bannari A, Guedon AM, el-Harti A, Cherkaoui FZ, el-Ghmari A (2008) Characterization of slightly and moderately saline and sodic soils in irrigated agricultural land using simulated data of advanced land imaging (EO-1) sensor. Commun Soil Sci Plant Anal 39(19\u201320):2795\u20132811. \n                    https:\/\/doi.org\/10.1080\/00103620802432717","journal-title":"Commun Soil Sci Plant Anal"},{"key":"4202_CR5","doi-asserted-by":"crossref","unstructured":"Barbouchi, M., Abdelfattah, R., Chokmani, K., Aissa, N. B., Lhissou, R., & El Harti, A. (2015) Soil salinity characterization using polarimetric InSAR coherence: Case studies in Tunisia and Morocco. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8(8), 3823\u20133832","DOI":"10.1109\/JSTARS.2014.2333535"},{"key":"4202_CR6","unstructured":"Billaux P, Bryssine G (1966) Les sols du Maroc"},{"issue":"11\u201312","key":"4202_CR7","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1016\/j.crte.2011.09.003","volume":"343","author":"M Bouaziz","year":"2011","unstructured":"Bouaziz M, Matschullat J, Gloaguen R (2011) Improved remote sensing detection of soil salinity from a semi-arid climate in Northeast Brazil. Compt Rendus Geosci 343(11\u201312):795\u2013803. \n                    https:\/\/doi.org\/10.1016\/j.crte.2011.09.003","journal-title":"Compt Rendus Geosci"},{"issue":"3","key":"4202_CR8","doi-asserted-by":"publisher","first-page":"239","DOI":"10.1109\/TGRS.1983.350549","volume":"21","author":"L Chaturvedi","year":"1983","unstructured":"Chaturvedi L et al (1983) Multispectral remote sensing seeps. IEEE Trans Geosci Remote Sens 21(3):239\u2013251","journal-title":"IEEE Trans Geosci Remote Sens"},{"issue":"3","key":"4202_CR9","doi-asserted-by":"publisher","first-page":"406","DOI":"10.1016\/S0034-4257(01)00321-2","volume":"80","author":"RL Dehaan","year":"2002","unstructured":"Dehaan RL, Taylor GR (2002) Field-derived spectra of salinized soils and vegetation as indicators of irrigation-induced soil salinization. Remote Sens Environ 80(3):406\u2013417. \n                    https:\/\/doi.org\/10.1016\/S0034-4257(01)00321-2","journal-title":"Remote Sens Environ"},{"key":"4202_CR10","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1016\/j.jag.2016.03.008","volume":"50","author":"A Harti El","year":"2016","unstructured":"El Harti A et al (2016) Spatiotemporal monitoring of soil salinization in irrigated Tadla Plain (Morocco) using satellite spectral indices. Int J Appl Earth Obs Geoinf 50:64\u201373, Elsevier B.V. \n                    https:\/\/doi.org\/10.1016\/j.jag.2016.03.008","journal-title":"Int J Appl Earth Obs Geoinf"},{"key":"4202_CR11","unstructured":"FAO (2002) WFS:fyl Focus on the issues"},{"issue":"3\u20134","key":"4202_CR12","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1016\/j.geoderma.2005.02.003","volume":"130","author":"J Farifteh","year":"2006","unstructured":"Farifteh J, Farshad A, George RJ (2006) Assessing salt-affected soils using remote sensing, solute modelling, and geophysics. Geoderma 130(3\u20134):191\u2013206. \n                    https:\/\/doi.org\/10.1016\/j.geoderma.2005.02.003","journal-title":"Geoderma"},{"issue":"1","key":"4202_CR13","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.rse.2007.02.005","volume":"110","author":"J Farifteh","year":"2007","unstructured":"Farifteh J, van der Meer F, Atzberger C, Carranza EJM (2007a) Quantitative analysis of salt-affected soil reflectance spectra: a comparison of two adaptive methods (PLSR and ANN). Remote Sens Environ 110(1):59\u201378. \n                    https:\/\/doi.org\/10.1016\/j.rse.2007.02.005","journal-title":"Remote Sens Environ"},{"issue":"23","key":"4202_CR14","doi-asserted-by":"publisher","first-page":"5273","DOI":"10.1080\/01431160701227604","volume":"28","author":"J Farifteh","year":"2007","unstructured":"Farifteh J, van der Meer F, Carranza EJM (2007b) Similarity measures for spectral discrimination of salt-affected soils. Int J Remote Sens 28(23):5273\u20135293. \n                    https:\/\/doi.org\/10.1080\/01431160701227604","journal-title":"Int J Remote Sens"},{"issue":"3\u20134","key":"4202_CR15","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1016\/j.geoderma.2008.03.011","volume":"145","author":"J Farifteh","year":"2008","unstructured":"Farifteh J, van der Meer F, van der Meijde M, Atzberger C (2008) Spectral characteristics of salt-affected soils: a laboratory experiment. Geoderma 145(3\u20134):196\u2013206. \n                    https:\/\/doi.org\/10.1016\/j.geoderma.2008.03.011","journal-title":"Geoderma"},{"issue":"1","key":"4202_CR16","doi-asserted-by":"publisher","first-page":"282","DOI":"10.1016\/j.jag.2012.07.002","volume":"21","author":"S Hamzeh","year":"2012","unstructured":"Hamzeh S et al (2012) Estimating salinity stress in sugarcane fields with spaceborne hyperspectral: vegetation indices. Int J Appl Earth Obs Geoinf 21(1):282\u2013290, Elsevier B.V. \n                    https:\/\/doi.org\/10.1016\/j.jag.2012.07.002","journal-title":"Int J Appl Earth Obs Geoinf"},{"key":"4202_CR17","doi-asserted-by":"publisher","first-page":"76","DOI":"10.14355\/ijrsa.2016.06.008","volume":"6","author":"M Ibrahim","year":"2016","unstructured":"Ibrahim M (2016) Modeling soil salinity and mapping using spectral remote sensing data in the arid and semi-arid region. Int J Remote Sens Appl 6:76. \n                    https:\/\/doi.org\/10.14355\/ijrsa.2016.06.008","journal-title":"Int J Remote Sens Appl"},{"key":"4202_CR18","unstructured":"Joly F (1962) Etudes sur le relief du Sud-Est Marocain: th\u00e8se pour le doctorat \u00e8s Lettres pr\u00e9sent\u00e9e \u00e0 la Facult\u00e9 des lettres et Sciences humaines de l\u2019Universit\u00e9 de Paris"},{"issue":"1\u20133","key":"4202_CR19","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1016\/j.agwat.2004.09.038","volume":"77","author":"NM Khan","year":"2005","unstructured":"Khan NM, Rastoskuev VV, Sato Y, Shiozawa S (2005) Assessment of hydrosaline land degradation by using a simple approach of remote sensing indicators. Agric Water Manag 77(1\u20133):96\u2013109. \n                    https:\/\/doi.org\/10.1016\/j.agwat.2004.09.038","journal-title":"Agric Water Manag"},{"key":"4202_CR20","doi-asserted-by":"crossref","unstructured":"Lhissou R, El A, Chokmani K (2014) Mapping soil salinity in irrigated land using optical remote sensing data. Eur J Soil Sci 3(2):82\u201388","DOI":"10.18393\/ejss.84540"},{"issue":"1","key":"4202_CR21","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1016\/S0304-3800(98)00095-7","volume":"111","author":"GI Metternicht","year":"1998","unstructured":"Metternicht GI (1998) Fuzzy classification of JERS-1 SAR data: an evaluation of its performance for soil salinity mapping. Ecol Model 111(1):61\u201374. \n                    https:\/\/doi.org\/10.1016\/S0304-3800(98)00095-7","journal-title":"Ecol Model"},{"issue":"1","key":"4202_CR22","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0034-4257(02)00188-8","volume":"85","author":"GI Metternicht","year":"2003","unstructured":"Metternicht GI, Zinck JA (2003) Remote sensing of soil salinity: potentials and constraints. Remote Sens Environ 85(1):1\u201320. \n                    https:\/\/doi.org\/10.1016\/S0034-4257(02)00188-8","journal-title":"Remote Sens Environ"},{"key":"4202_CR23","unstructured":"Norman CP, Lyle CW, Heuperman AF, & Poulton D (1989) Tragowel plains\u2013challenge of theplains. Tragowel plains salinity management plan, soil salinity survey, Tragowel Plains Subregional workinggroup 49-89."},{"issue":"5","key":"4202_CR24","doi-asserted-by":"publisher","first-page":"1017","DOI":"10.1093\/jxb\/erj108","volume":"57","author":"P Rengasamy","year":"2006","unstructured":"Rengasamy P (2006) World salinization with emphasis on Australia. J Exp Bot 57(5):1017\u20131023. \n                    https:\/\/doi.org\/10.1093\/jxb\/erj108","journal-title":"J Exp Bot"},{"key":"4202_CR25","doi-asserted-by":"publisher","first-page":"417","DOI":"10.1071\/SR9900417","volume":"28","author":"WGR Russell","year":"1990","unstructured":"Russell WGR (1990) Some spectral considerations for remote sensing of soil salinity. Aust J Soil Res 28:417\u2013431","journal-title":"Aust J Soil Res"},{"issue":"3","key":"4202_CR26","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1023\/A:1026560204665","volume":"14","author":"Y Shirokova","year":"2000","unstructured":"Shirokova Y, Forkutsa I, Sharafutdinova N (2000) Use of electrical conductivity instead of soluble salts for soil salinity monitoring in Central Asia. Irrig Drain Syst 14(3):199\u2013205. \n                    https:\/\/doi.org\/10.1023\/A:1026560204665","journal-title":"Irrig Drain Syst"},{"key":"4202_CR27","doi-asserted-by":"publisher","first-page":"156","DOI":"10.1016\/j.jag.2013.06.002","volume":"26","author":"A Sidike","year":"2014","unstructured":"Sidike A, Zhao S, Wen Y (2014) Estimating soil salinity in Pingluo County of China using QuickBird data and soil reflectance spectra. Int J Appl Earth Obs Geoinf 26:156\u2013175, Elsevier B.V. \n                    https:\/\/doi.org\/10.1016\/j.jag.2013.06.002","journal-title":"Int J Appl Earth Obs Geoinf"},{"issue":"January 2015","key":"4202_CR28","doi-asserted-by":"publisher","first-page":"1879","DOI":"10.1080\/01431169008955135","volume":"11","author":"RP Singh","year":"1990","unstructured":"Singh RP, Srivastav SK (1990) Mapping of waterlogged and salt-affected soils using microwave radiometers. Int J Remote Sens 11(January 2015):1879\u20131887. \n                    https:\/\/doi.org\/10.1080\/01431169008955135","journal-title":"Int J Remote Sens"},{"issue":"February 1995","key":"4202_CR29","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1016\/0034-4257(95)00239-1","volume":"57","author":"GR Taylor","year":"1996","unstructured":"Taylor GR et al (1996) Radar imagery of saline soils using airborne. Remote Sens Environ 57(February 1995):127\u2013142","journal-title":"Remote Sens Environ"},{"key":"4202_CR30","first-page":"273","volume-title":"Remote sensing of soil salinization: impact on land management","author":"MVM Ug","year":"2008","unstructured":"Ug MVM, Ahmed Douaik TT (2008) Stochastic approaches for space\u2013time modeling and interpolation of soil salinity. In: Metternicht G, Zinck JA (eds) Remote sensing of soil salinization: impact on land management. CRC Press, Boca Raton, pp 273\u2013289"},{"key":"4202_CR31","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1016\/j.geoderma.2011.10.015","volume":"170","author":"Q Wang","year":"2012","unstructured":"Wang Q, Li P, Chen X (2012) Modeling salinity effects on soil reflectance under various moisture conditions and its inverse application: a laboratory experiment. Geoderma 170:103\u2013111, Elsevier B.V. \n                    https:\/\/doi.org\/10.1016\/j.geoderma.2011.10.015","journal-title":"Geoderma"},{"issue":"12","key":"4202_CR32","doi-asserted-by":"publisher","first-page":"1952","DOI":"10.1016\/j.agwat.2010.03.009","volume":"97","author":"R Yu","year":"2010","unstructured":"Yu R et al (2010) Analysis of salinization dynamics by remote sensing in Hetao Irrigation District of North China. Agric Water Manag 97(12):1952\u20131960, Elsevier B.V. \n                    https:\/\/doi.org\/10.1016\/j.agwat.2010.03.009","journal-title":"Agric Water Manag"}],"container-title":["Arabian Journal of Geosciences"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12517-018-4202-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12517-018-4202-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12517-018-4202-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,1,7]],"date-time":"2020-01-07T19:13:12Z","timestamp":1578424392000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12517-018-4202-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,1]]},"references-count":32,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,1]]}},"alternative-id":["4202"],"URL":"https:\/\/doi.org\/10.1007\/s12517-018-4202-2","relation":{},"ISSN":["1866-7511","1866-7538"],"issn-type":[{"value":"1866-7511","type":"print"},{"value":"1866-7538","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,1]]},"assertion":[{"value":"17 March 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 December 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 January 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"35"}}