{"id":"https://openalex.org/W3166555683","doi":"https://doi.org/10.3390/rs13112093","title":"Estimation of Rangeland Production in the Arid Oriental Region (Morocco) Combining Remote Sensing Vegetation and Rainfall Indices: Challenges and Lessons Learned","display_name":"Estimation of Rangeland Production in the Arid Oriental Region (Morocco) Combining Remote Sensing Vegetation and Rainfall Indices: Challenges and Lessons Learned","publication_year":2021,"publication_date":"2021-05-26","ids":{"openalex":"https://openalex.org/W3166555683","doi":"https://doi.org/10.3390/rs13112093","mag":"3166555683"},"language":"en","primary_location":{"id":"doi:10.3390/rs13112093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13112093","pdf_url":"https://www.mdpi.com/2072-4292/13/11/2093/pdf?version=1622190556","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/11/2093/pdf?version=1622190556","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000003791","display_name":"Marie Lang","orcid":"https://orcid.org/0000-0002-0486-1452"},"institutions":[{"id":"https://openalex.org/I157674565","display_name":"University of Li\u00e8ge","ror":"https://ror.org/00afp2z80","country_code":"BE","type":"education","lineage":["https://openalex.org/I157674565"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Marie Lang","raw_affiliation_strings":["Department of Environmental Sciences and Management, University of Liege, 185 Avenue de Longwy, 6700 Arlon, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Environmental Sciences and Management, University of Liege, 185 Avenue de Longwy, 6700 Arlon, Belgium","institution_ids":["https://openalex.org/I157674565"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011671951","display_name":"Hamid Mahyou","orcid":"https://orcid.org/0000-0003-2385-6701"},"institutions":[{"id":"https://openalex.org/I1314251682","display_name":"Institut National de la Recherche Agronomique","ror":"https://ror.org/05y503v71","country_code":"MA","type":"facility","lineage":["https://openalex.org/I1314251682"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hamid Mahyou","raw_affiliation_strings":["Centre R\u00e9gional de la Recherche Agronomique d\u2019Oujda, Institut National de la Recherche Agronomique Maroc, Oujda 60000, Morocco"],"affiliations":[{"raw_affiliation_string":"Centre R\u00e9gional de la Recherche Agronomique d\u2019Oujda, Institut National de la Recherche Agronomique Maroc, Oujda 60000, Morocco","institution_ids":["https://openalex.org/I1314251682"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084422281","display_name":"Bernard Tychon","orcid":"https://orcid.org/0000-0002-9367-7306"},"institutions":[{"id":"https://openalex.org/I157674565","display_name":"University of Li\u00e8ge","ror":"https://ror.org/00afp2z80","country_code":"BE","type":"education","lineage":["https://openalex.org/I157674565"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bernard Tychon","raw_affiliation_strings":["Department of Environmental Sciences and Management, University of Liege, 185 Avenue de Longwy, 6700 Arlon, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Environmental Sciences and Management, University of Liege, 185 Avenue de Longwy, 6700 Arlon, Belgium","institution_ids":["https://openalex.org/I157674565"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5000003791"],"corresponding_institution_ids":["https://openalex.org/I157674565"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2293,"currency":"EUR","value_usd":2473},"fwci":1.1812,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.7846377,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"13","issue":"11","first_page":"2093","last_page":"2093"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12618","display_name":"Botany and Plant Ecology Studies","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10005","display_name":"Ecology and Vegetation Dynamics Studies","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/rangeland","display_name":"Rangeland","score":0.9137598276138306},{"id":"https://openalex.org/keywords/steppe","display_name":"Steppe","score":0.7522901296615601},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.7411009669303894},{"id":"https://openalex.org/keywords/stipa","display_name":"Stipa","score":0.7228760123252869},{"id":"https://openalex.org/keywords/arid","display_name":"Arid","score":0.711445152759552},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6825652718544006},{"id":"https://openalex.org/keywords/biome","display_name":"Biome","score":0.650714635848999},{"id":"https://openalex.org/keywords/precipitation","display_name":"Precipitation","score":0.49216049909591675},{"id":"https://openalex.org/keywords/biomass","display_name":"Biomass (ecology)","score":0.4833095073699951},{"id":"https://openalex.org/keywords/vegetation-index","display_name":"Vegetation Index","score":0.4497393071651459},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.4069439172744751},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.4050140976905823},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.3813646733760834},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.3280491232872009},{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.323914110660553},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.32312706112861633},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2974904775619507},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.22819310426712036},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.18135720491409302},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.09626176953315735},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06250584125518799}],"concepts":[{"id":"https://openalex.org/C130989795","wikidata":"https://www.wikidata.org/wiki/Q3364870","display_name":"Rangeland","level":2,"score":0.9137598276138306},{"id":"https://openalex.org/C105895522","wikidata":"https://www.wikidata.org/wiki/Q123991","display_name":"Steppe","level":2,"score":0.7522901296615601},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.7411009669303894},{"id":"https://openalex.org/C2776889800","wikidata":"https://www.wikidata.org/wiki/Q161274","display_name":"Stipa","level":2,"score":0.7228760123252869},{"id":"https://openalex.org/C150772632","wikidata":"https://www.wikidata.org/wiki/Q1330709","display_name":"Arid","level":2,"score":0.711445152759552},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6825652718544006},{"id":"https://openalex.org/C89920630","wikidata":"https://www.wikidata.org/wiki/Q101998","display_name":"Biome","level":3,"score":0.650714635848999},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.49216049909591675},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.4833095073699951},{"id":"https://openalex.org/C2780376076","wikidata":"https://www.wikidata.org/wiki/Q1499458","display_name":"Vegetation Index","level":4,"score":0.4497393071651459},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.4069439172744751},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.4050140976905823},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.3813646733760834},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.3280491232872009},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.323914110660553},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.32312706112861633},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2974904775619507},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.22819310426712036},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.18135720491409302},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.09626176953315735},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06250584125518799},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs13112093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13112093","pdf_url":"https://www.mdpi.com/2072-4292/13/11/2093/pdf?version=1622190556","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e3706577fff6465e9049002fdb6d5aab","is_oa":true,"landing_page_url":"https://doaj.org/article/e3706577fff6465e9049002fdb6d5aab","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 11, p 2093 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/11/2093/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13112093","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"},{"id":"pmh:oai:orbi.ulg.ac.be:2268/260660","is_oa":true,"landing_page_url":"https://orbi.uliege.be/handle/2268/260660","pdf_url":null,"source":{"id":"https://openalex.org/S4306400651","display_name":"Open Repository and Bibliography (University of Li\u00e8ge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I157674565","host_organization_name":"University of Li\u00e8ge","host_organization_lineage":["https://openalex.org/I157674565"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, 13 (11) (2021-05-26)","raw_type":"peer reviewed"}],"best_oa_location":{"id":"doi:10.3390/rs13112093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13112093","pdf_url":"https://www.mdpi.com/2072-4292/13/11/2093/pdf?version=1622190556","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3166555683.pdf","grobid_xml":"https://content.openalex.org/works/W3166555683.grobid-xml"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W46954000","https://openalex.org/W224891999","https://openalex.org/W633320881","https://openalex.org/W1875061881","https://openalex.org/W1964217023","https://openalex.org/W1978005854","https://openalex.org/W1978617972","https://openalex.org/W1989640761","https://openalex.org/W1995283272","https://openalex.org/W1996528179","https://openalex.org/W1998997260","https://openalex.org/W2000102737","https://openalex.org/W2005358860","https://openalex.org/W2012686349","https://openalex.org/W2021481900","https://openalex.org/W2038773526","https://openalex.org/W2060200957","https://openalex.org/W2063623478","https://openalex.org/W2070230130","https://openalex.org/W2074120751","https://openalex.org/W2089333060","https://openalex.org/W2094420085","https://openalex.org/W2112357002","https://openalex.org/W2113410727","https://openalex.org/W2115875223","https://openalex.org/W2121973897","https://openalex.org/W2142266959","https://openalex.org/W2143481518","https://openalex.org/W2153179024","https://openalex.org/W2153438006","https://openalex.org/W2154649468","https://openalex.org/W2158036720","https://openalex.org/W2159162331","https://openalex.org/W2171979590","https://openalex.org/W2173425831","https://openalex.org/W2179633969","https://openalex.org/W2188767531","https://openalex.org/W2252301886","https://openalex.org/W2261645655","https://openalex.org/W2337297111","https://openalex.org/W2507590672","https://openalex.org/W2507863315","https://openalex.org/W2514487503","https://openalex.org/W2518426904","https://openalex.org/W2548763235","https://openalex.org/W2550841837","https://openalex.org/W2613794661","https://openalex.org/W2751694392","https://openalex.org/W2764034829","https://openalex.org/W2782522152","https://openalex.org/W2793177454","https://openalex.org/W2798093621","https://openalex.org/W2800536838","https://openalex.org/W2806045290","https://openalex.org/W2894326236","https://openalex.org/W2901914797","https://openalex.org/W2911964244","https://openalex.org/W2913431852","https://openalex.org/W2940726923","https://openalex.org/W2941118999","https://openalex.org/W2942586472","https://openalex.org/W2967214900","https://openalex.org/W2969037938","https://openalex.org/W2983376237","https://openalex.org/W2987883775","https://openalex.org/W2993931676","https://openalex.org/W3005045173","https://openalex.org/W3011631534","https://openalex.org/W3036051036","https://openalex.org/W3045312581","https://openalex.org/W3104341624","https://openalex.org/W3139512890","https://openalex.org/W3213429084","https://openalex.org/W4236357721","https://openalex.org/W4246259708","https://openalex.org/W4319289039","https://openalex.org/W4399496008","https://openalex.org/W6849296793"],"related_works":["https://openalex.org/W2586774764","https://openalex.org/W2740743208","https://openalex.org/W3152287990","https://openalex.org/W3185490584","https://openalex.org/W1771959247","https://openalex.org/W2386212941","https://openalex.org/W2118666112","https://openalex.org/W2768064775","https://openalex.org/W1968930080","https://openalex.org/W3005451014"],"abstract_inverted_index":{"This":[0],"study":[1],"aimed":[2,145],"at":[3,49,146],"investigating":[4],"the":[5,22,26,32,43,70,79,84,90,98,136,154,157],"potential":[6],"of":[7,25,78,100,111,156],"vegetation":[8,86,151],"indices":[9,40,81],"and":[10,30,42,76,105,141,149],"precipitation-related":[11],"variables":[12],"derived":[13],"from":[14,135],"remote":[15],"sensing":[16],"to":[17,35,97,107,118,152],"assess":[18],"rangeland":[19,74,121],"production":[20,122],"in":[21,67,89,127,139],"arid":[23],"environment":[24],"Moroccan":[27],"Oriental":[28],"region":[29],"identifying":[31],"challenges":[33],"linked":[34],"that":[36],"particular":[37],"biome.":[38],"Vegetation":[39],"(VIs)":[41],"Standardized":[44],"Precipitation":[45],"Index":[46],"(SPI)":[47],"computed":[48],"various":[50,85],"aggregation":[51],"periods":[52],"were":[53],"first":[54],"integrated":[55],"into":[56],"a":[57,62,108,124],"Random":[58],"Forest":[59],"model.":[60],"In":[61],"second":[63],"step,":[64],"we":[65],"studied":[66],"more":[68],"detail":[69],"linear":[71],"relationship":[72],"between":[73],"biomass":[75],"one":[77],"spectral":[80],"(ARVI)":[82],"for":[83,159],"formations":[87],"present":[88],"area.":[91],"We":[92,130],"concluded":[93],"that,":[94],"mostly":[95],"due":[96],"presence":[99],"alfa":[101,160],"steppes":[102],"(Stipa":[103],"tenacissima),":[104],"especially":[106],"large":[109],"proportion":[110],"non-photosynthetic":[112,150],"vegetation,":[113],"it":[114],"is":[115],"not":[116],"possible":[117],"accurately":[119],"estimate":[120],"with":[123],"global":[125],"model":[126],"this":[128],"region.":[129],"recommend":[131],"separating":[132],"Stipa":[133],"tenacissima":[134],"other":[137],"species":[138],"models":[140],"focusing":[142],"on":[143],"methods":[144],"studying":[147],"dry":[148],"improve":[153],"quality":[155],"prediction":[158],"steppes.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2021-06-22T00:00:00"}
