{"id":"https://openalex.org/W7219947923","doi":null,"title":"Suivi de la dynamique de la s\u00e9cheresse et pr\u00e9vision de ses impacts spatiaux dans le bassin de Guercif \u00e0 l\u2019aide de la t\u00e9l\u00e9d\u00e9tection et des techniques d\u2019apprentissage automatique","display_name":"Suivi de la dynamique de la s\u00e9cheresse et pr\u00e9vision de ses impacts spatiaux dans le bassin de Guercif \u00e0 l\u2019aide de la t\u00e9l\u00e9d\u00e9tection et des techniques d\u2019apprentissage automatique","publication_year":2026,"publication_date":"2026-08-14","ids":{"openalex":"https://openalex.org/W7219947923"},"language":"ar","primary_location":{"id":"pmh:oai:journals.imist.ma:article/10374","doi":null,"is_oa":true,"landing_page_url":"https://journals.imist.ma/index.php/index/article/view/10374","pdf_url":null,"source":{"id":"https://openalex.org/S7407075844","display_name":"La Revue Espace, Homme et D\u00e9veloppement Durable","issn_l":"3085-5187","issn":["3085-5187","2820-7572"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2820-7572","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journals.imist.ma/index.php/index/article/view/10374","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5157026421","display_name":"\u0643\u0648\u062b\u0631 \u0628\u0644\u062d\u0627\u062c\u0629","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0628\u0644\u062d\u0627\u062c\u0629, \u0643\u0648\u062b\u0631","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138374892","display_name":"\u0631\u0636\u0648\u0627\u0646 \u0628\u0631\u064a\u0648\u0644","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0628\u0631\u064a\u0648\u0644, \u0631\u0636\u0648\u0627\u0646","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157208847","display_name":"\u0623\u0646\u0633 \u0627\u0632\u0645\u0627\u0631\u0648","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0627\u0632\u0645\u0627\u0631\u0648, \u0623\u0646\u0633","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157182810","display_name":"\u062a\u0648\u0631\u064a\u0629 \u0628\u0646 \u0634\u064a\u062e","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0628\u0646 \u0634\u064a\u062e, \u062a\u0648\u0631\u064a\u0629","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157104922","display_name":"\u0628\u062f\u0631 \u0627\u062d\u0645\u064a\u062f\u0648\u0634","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0627\u062d\u0645\u064a\u062f\u0648\u0634 , \u0628\u062f\u0631","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5156911012","display_name":"\u0647\u0634\u0627\u0645 \u0628\u0648\u0644\u064a\u0641","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0628\u0648\u0644\u064a\u0641, \u0647\u0634\u0627\u0645","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.64407188,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11186","display_name":"Hydrology and Drought Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T11186","display_name":"Hydrology and Drought Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10111","display_name":"Remote Sensing in Agriculture","score":9.999999747378752e-05,"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/T11312","display_name":"Soil Moisture and Remote Sensing","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/drought-dynamics","display_name":"drought dynamics","score":0.9649999737739563},{"id":"https://openalex.org/keywords/drought-forecasting","display_name":"drought forecasting","score":0.6169999837875366},{"id":"https://openalex.org/keywords/standardized-precipitation-evapotranspiration-index","display_name":"Standardized Precipitation Evapotranspiration Index","score":0.9779999852180481},{"id":"https://openalex.org/keywords/rdi","display_name":"RDI","score":0.8209999799728394},{"id":"https://openalex.org/keywords/temperature-vegetation-dryness-index","display_name":"temperature vegetation dryness index","score":0.9879999756813049},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.4320000112056732},{"id":"https://openalex.org/keywords/climate-change-impacts","display_name":"climate change impacts","score":0.5230000019073486},{"id":"https://openalex.org/keywords/groundwater-irrigation","display_name":"groundwater irrigation","score":0.6620000004768372},{"id":"https://openalex.org/keywords/surface-air-temperature","display_name":"surface air temperature","score":0.4090000092983246},{"id":"https://openalex.org/keywords/precipitation-decrease","display_name":"precipitation decrease","score":0.43700000643730164},{"id":"https://openalex.org/keywords/semi-arid-region","display_name":"semi-arid region","score":0.7379999756813049}],"concepts":[{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2353000044822693},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.22220000624656677},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.17069999873638153},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.15850000083446503},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.14949999749660492},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.1281999945640564},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.11940000206232071},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.11779999732971191},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.11710000038146973},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.11420000344514847}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:journals.imist.ma:article/10374","doi":null,"is_oa":true,"landing_page_url":"https://journals.imist.ma/index.php/index/article/view/10374","pdf_url":null,"source":{"id":"https://openalex.org/S7407075844","display_name":"La Revue Espace, Homme et D\u00e9veloppement Durable","issn_l":"3085-5187","issn":["3085-5187","2820-7572"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2820-7572","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:journals.imist.ma:article/10374","doi":null,"is_oa":true,"landing_page_url":"https://journals.imist.ma/index.php/index/article/view/10374","pdf_url":null,"source":{"id":"https://openalex.org/S7407075844","display_name":"La Revue Espace, Homme et D\u00e9veloppement Durable","issn_l":"3085-5187","issn":["3085-5187","2820-7572"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2820-7572","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":1.0},{"display_name":"Life on land","id":"https://metadata.un.org/sdg/15","score":0.7605999708175659},{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.6875},{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.42309999465942383}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7220075258","https://openalex.org/W7212268603","https://openalex.org/W4413851491","https://openalex.org/W7152602955","https://openalex.org/W7223462122","https://openalex.org/W7223072490","https://openalex.org/W4411454799","https://openalex.org/W7221114742","https://openalex.org/W7150931531","https://openalex.org/W7154489711"],"abstract_inverted_index":{"\u064a\u0634\u0643\u0644":[0],"\u0627\u0644\u062c\u0641\u0627\u0641":[1,71,128],"\u0623\u0628\u0631\u0632":[2],"\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a":[3],"\u0627\u0644\u0628\u064a\u0626\u064a\u0629":[4,46],"\u0648\u0627\u0644\u0645\u0646\u0627\u062e\u064a\u0629":[5],"\u0627\u0644\u062a\u064a":[6,28],"\u062a\u0648\u0627\u062c\u0647":[7],"\u0627\u0644\u0645\u0646\u0627\u0637\u0642":[8,140],"\u0634\u0628\u0647":[9],"\u0627\u0644\u062c\u0627\u0641\u0629\u060c":[10],"\u062d\u064a\u062b":[11],"\u062a\u062a\u0641\u0627\u0642\u0645":[12],"\u0628\u0641\u0639\u0644":[13],"\u0627\u0644\u062a\u063a\u0627\u064a\u0631\u064a\u0629":[14],"\u0627\u0644\u0645\u0646\u0627\u062e\u064a\u0629\u060c":[15],"\u062e\u0627\u0635\u0629":[16,99],"\u0627\u0631\u062a\u0641\u0627\u0639":[17,116],"\u062f\u0631\u062c\u0627\u062a":[18,117],"\u0627\u0644\u062d\u0631\u0627\u0631\u0629":[19,118],"\u0648\u062a\u0631\u0627\u062c\u0639":[20,129],"\u0627\u0644\u062a\u0633\u0627\u0642\u0637\u0627\u062a":[21],"\u0627\u0644\u0645\u0637\u0631\u064a\u0629.":[22],"\u0648\u064a\u0639\u062f":[23],"\u062d\u0648\u0636":[24],"\u062c\u0631\u0633\u064a\u0641":[25],"\u0645\u0646":[26],"\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a":[27],"\u0634\u0647\u062f\u062a":[29],"\u062e\u0644\u0627\u0644":[30],"\u0627\u0644\u0639\u0642\u0648\u062f":[31],"\u0627\u0644\u0623\u062e\u064a\u0631\u0629":[32],"\u062a\u0632\u0627\u064a\u062f\u0627":[33],"\u0645\u0644\u062d\u0648\u0638\u0627":[34],"\u0641\u064a":[35,112,138,152],"\u062d\u062f\u0629":[36,113],"\u0627\u0644\u062c\u0641\u0627\u0641\u060c":[37,114],"\u0645\u0645\u0627":[38],"\u0623\u062b\u0631":[39],"\u0628\u0634\u0643\u0644":[40],"\u0645\u0628\u0627\u0634\u0631":[41],"\u0639\u0644\u0649":[42,77,145],"\u0627\u0644\u0645\u0648\u0627\u0631\u062f":[43],"\u0627\u0644\u0645\u0627\u0626\u064a\u0629":[44],"\u0648\u0627\u0644\u062a\u0648\u0627\u0632\u0646\u0627\u062a":[45],"\u0648\u0627\u0644\u0623\u0646\u0634\u0637\u0629":[47],"\u0627\u0644\u0641\u0644\u0627\u062d\u064a\u0629.":[48],"\u0648\u062a\u062a\u0645\u062d\u0648\u0631":[49],"\u0625\u0634\u0643\u0627\u0644\u064a\u0629":[50],"\u0627\u0644\u062f\u0631\u0627\u0633\u0629":[51,67],"\u062d\u0648\u0644":[52],"\u0641\u0647\u0645":[53],"\u062f\u064a\u0646\u0627\u0645\u064a\u0629":[54],"\u062a\u0637\u0648\u0631":[55,70],"\u0647\u0630\u0647":[56],"\u0627\u0644\u0638\u0627\u0647\u0631\u0629\u060c":[57],"\u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629":[58],"\u062a\u0648\u0638\u064a\u0641":[59],"\u062a\u0642\u0646\u064a\u0627\u062a":[60],"\u062d\u062f\u064a\u062b\u0629":[61],"\u0644\u062a\u062a\u0628\u0639\u0647\u0627":[62],"\u0648\u0627\u0644\u062a\u0646\u0628\u0624":[63,104],"\u0628\u062a\u062f\u0627\u0639\u064a\u0627\u062a\u0647\u0627":[64],"\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.":[65],"\u062a\u0647\u062f\u0641":[66],"\u0625\u0644\u0649":[68,93,156],"\u062a\u0642\u064a\u064a\u0645":[69],"\u0648\u062a\u062d\u0644\u064a\u0644":[72],"\u0623\u0646\u0645\u0627\u0637\u0647":[73],"\u0627\u0644\u0632\u0645\u0627\u0646\u064a\u0629":[74],"\u0648\u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c":[75],"\u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f":[76],"\u0645\u0646\u0647\u062c\u064a\u0629":[78],"\u062a\u062c\u0645\u0639":[79],"\u0628\u064a\u0646":[80,123],"\u0645\u0639\u0637\u064a\u0627\u062a":[81],"\u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631":[82],"\u0639\u0646":[83],"\u0628\u0639\u062f":[84],"\u0648\u0645\u0624\u0634\u0631\u0627\u062a":[85],"\u0645\u0646\u0627\u062e\u064a\u0629":[86],"\u0648\u0637\u064a\u0641\u064a\u0629\u060c":[87],"\u0645\u062b\u0644":[88],"SPEI":[89],"\u0648RDI":[90],"\u0648TCI":[91],"\u0648TVDI\u060c":[92],"\u062c\u0627\u0646\u0628":[94],"\u0627\u0633\u062a\u062e\u062f\u0627\u0645":[95],"\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a":[96],"\u062a\u0639\u0644\u0645":[97],"\u0627\u0644\u0622\u0644\u0629\u060c":[98],"\u0646\u0645\u0648\u0630\u062c":[100,149],"LSTM\u060c":[101],"\u0644\u0646\u0645\u0630\u062c\u0629":[102],"\u0627\u0644\u0638\u0627\u0647\u0631\u0629":[103],"\u0628\u0647\u0627.":[105],"\u0648\u0642\u062f":[106],"\u0623\u0638\u0647\u0631\u062a":[107],"\u0627\u0644\u0646\u062a\u0627\u0626\u062c":[108],"\u0648\u062c\u0648\u062f":[109],"\u0627\u062a\u062c\u0627\u0647":[110],"\u062a\u0635\u0627\u0639\u062f\u064a":[111],"\u0645\u0639":[115,154],"\u0628\u0646\u062d\u0648":[119],"\u062f\u0631\u062c\u0629":[120],"\u0645\u0626\u0648\u064a\u0629":[121],"\u0648\u0627\u062d\u062f\u0629":[122],"1981":[124],"\u06482024\u060c":[125],"\u0648\u062a\u0632\u0627\u064a\u062f":[126],"\u0641\u062a\u0631\u0627\u062a":[127],"\u0627\u0644\u0631\u0637\u0648\u0628\u0629":[130],"\u0627\u0644\u0633\u0637\u062d\u064a\u0629.":[131],"\u0643\u0645\u0627":[132],"\u0644\u0648\u062d\u0638":[133],"\u062a\u0648\u0633\u0639":[134],"\u0645\u062d\u062f\u0648\u062f":[135],"\u0644\u0644\u063a\u0637\u0627\u0621":[136],"\u0627\u0644\u0646\u0628\u0627\u062a\u064a":[137],"\u0628\u0639\u0636":[139],"\u0646\u062a\u064a\u062c\u0629":[141],"\u0623\u0646\u0634\u0637\u0629":[142],"\u0627\u0644\u0633\u0642\u064a":[143],"\u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629":[144],"\u0627\u0644\u0645\u064a\u0627\u0647":[146],"\u0627\u0644\u062c\u0648\u0641\u064a\u0629.":[147],"\u0648\u0623\u062b\u0628\u062a":[148],"LSTM":[150],"\u0641\u0639\u0627\u0644\u064a\u062a\u0647":[151],"\u0627\u0644\u062a\u0646\u0628\u0624\u060c":[153],"\u0627\u0644\u062d\u0627\u062c\u0629":[155],"\u062a\u062d\u0633\u064a\u0646":[157],"\u062c\u0648\u062f\u0629":[158],"\u0627\u0644\u0645\u0639\u0637\u064a\u0627\u062a":[159],"\u0644\u062a\u0639\u0632\u064a\u0632":[160],"\u062f\u0642\u0629":[161],"\u0627\u0644\u0646\u062a\u0627\u0626\u062c.":[162]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-10-05T00:00:00"}