{"id":"https://openalex.org/W7153790710","doi":"https://doi.org/10.1016/j.asoc.2026.115196","title":"Deep learning approaches for drought forecasting, monitoring and impact assessment: A comprehensive systematic review","display_name":"Deep learning approaches for drought forecasting, monitoring and impact assessment: A comprehensive systematic review","publication_year":2026,"publication_date":"2026-04-12","ids":{"openalex":"https://openalex.org/W7153790710","doi":"https://doi.org/10.1016/j.asoc.2026.115196"},"language":"en","primary_location":{"id":"doi:10.1016/j.asoc.2026.115196","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115196","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.asoc.2026.115196","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122519049","display_name":"Andr\u00e9a Eliza de Oliveira Luz","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Andr\u00e9a Eliza de Oliveira Luz","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-5412-3127","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048740404","display_name":"Rog\u00e9rio Galante Negri","orcid":"https://orcid.org/0000-0002-4808-2362"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rog\u00e9rio Galante Negri","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4808-2362","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5044404753","display_name":"Leonardo Bacelar Lima Santos","orcid":"https://orcid.org/0000-0002-3129-772X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Leonardo Bacelar Lima Santos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5122519049"],"corresponding_institution_ids":[],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":{"value":3350,"currency":"USD","value_usd":3350},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.85030976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"197","issue":null,"first_page":"115196","last_page":"115196"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11186","display_name":"Hydrology and Drought Analysis","score":0.8041999936103821,"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":0.8041999936103821,"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.050599999725818634,"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"}},{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.009700000286102295,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7389000058174133},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.31060001254081726},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2921000123023987},{"id":"https://openalex.org/keywords/deep-water","display_name":"Deep water","score":0.2786000072956085}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7389000058174133},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5882999897003174},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5609999895095825},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3693000078201294},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3206999897956848},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.31060001254081726},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2921000123023987},{"id":"https://openalex.org/C2988134249","wikidata":"https://www.wikidata.org/wiki/Q22932371","display_name":"Deep water","level":2,"score":0.2786000072956085},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.27300000190734863},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2676999866962433},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.asoc.2026.115196","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115196","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.asoc.2026.115196","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115196","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.8575766086578369,"display_name":"Climate action"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320997","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","ror":"https://ror.org/02ddkpn78"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W210228696","https://openalex.org/W1498436455","https://openalex.org/W1964217023","https://openalex.org/W1964386488","https://openalex.org/W1985893659","https://openalex.org/W1989279348","https://openalex.org/W2017630139","https://openalex.org/W2024689500","https://openalex.org/W2027553546","https://openalex.org/W2042836730","https://openalex.org/W2045086912","https://openalex.org/W2063756240","https://openalex.org/W2064675550","https://openalex.org/W2077968790","https://openalex.org/W2079436405","https://openalex.org/W2104157175","https://openalex.org/W2112796928","https://openalex.org/W2119132330","https://openalex.org/W2153243519","https://openalex.org/W2170280355","https://openalex.org/W2261645655","https://openalex.org/W2391879671","https://openalex.org/W2687066356","https://openalex.org/W2789982843","https://openalex.org/W2894673191","https://openalex.org/W2898661956","https://openalex.org/W2919115771","https://openalex.org/W2932780489","https://openalex.org/W2990311200","https://openalex.org/W3008439211","https://openalex.org/W3010527047","https://openalex.org/W3013368467","https://openalex.org/W3122691811","https://openalex.org/W3124539583","https://openalex.org/W3140854437","https://openalex.org/W3158254415","https://openalex.org/W3180597555","https://openalex.org/W3186491181","https://openalex.org/W3192542391","https://openalex.org/W3197131317","https://openalex.org/W3205788253","https://openalex.org/W4206145899","https://openalex.org/W4220890201","https://openalex.org/W4220948137","https://openalex.org/W4283515457","https://openalex.org/W4297533962","https://openalex.org/W4303195676","https://openalex.org/W4308456021","https://openalex.org/W4310013602","https://openalex.org/W4310346532","https://openalex.org/W4317739154","https://openalex.org/W4362559509","https://openalex.org/W4365514861","https://openalex.org/W4366827664","https://openalex.org/W4380266999","https://openalex.org/W4382726093","https://openalex.org/W4384895629","https://openalex.org/W4385423097","https://openalex.org/W4385738167","https://openalex.org/W4387763661","https://openalex.org/W4388923662","https://openalex.org/W4391906230","https://openalex.org/W4396707366","https://openalex.org/W4399655727","https://openalex.org/W4401211128","https://openalex.org/W4402277704","https://openalex.org/W4402374895","https://openalex.org/W4402522598","https://openalex.org/W4403035715","https://openalex.org/W4403709498","https://openalex.org/W4410194919","https://openalex.org/W4410401614","https://openalex.org/W4410528422","https://openalex.org/W4411461419","https://openalex.org/W4413069582"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2026-04-13T00:00:00"}