{"id":"https://openalex.org/W3096537328","doi":"https://doi.org/10.1109/access.2020.3036487","title":"Daily Water Flow Forecasting via Coupling Between SMAP and Deep Learning","display_name":"Daily Water Flow Forecasting via Coupling Between SMAP and Deep Learning","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3096537328","doi":"https://doi.org/10.1109/access.2020.3036487","mag":"3096537328"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3036487","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3036487","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250453.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250453.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051877316","display_name":"Guilherme de Moura Maciel","orcid":"https://orcid.org/0000-0001-6511-383X"},"institutions":[{"id":"https://openalex.org/I101100930","display_name":"Universidade Federal de Juiz de Fora","ror":"https://ror.org/04yqw9c44","country_code":"BR","type":"education","lineage":["https://openalex.org/I101100930"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme M. Maciel","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil","institution_ids":["https://openalex.org/I101100930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038508139","display_name":"Vin\u00edcius Albuquerque Cabral","orcid":"https://orcid.org/0000-0001-9398-7884"},"institutions":[{"id":"https://openalex.org/I101100930","display_name":"Universidade Federal de Juiz de Fora","ror":"https://ror.org/04yqw9c44","country_code":"BR","type":"education","lineage":["https://openalex.org/I101100930"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Vinicius Albuquerque Cabral","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-9398-7884","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil","institution_ids":["https://openalex.org/I101100930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064556236","display_name":"Andr\u00e9 Lu\u00eds Marques Marcato","orcid":"https://orcid.org/0000-0001-9171-3089"},"institutions":[{"id":"https://openalex.org/I101100930","display_name":"Universidade Federal de Juiz de Fora","ror":"https://ror.org/04yqw9c44","country_code":"BR","type":"education","lineage":["https://openalex.org/I101100930"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andre Luis Marques Marcato","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-9171-3089","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil","institution_ids":["https://openalex.org/I101100930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035584948","display_name":"Ivo Chaves da Silva","orcid":"https://orcid.org/0000-0002-2144-1732"},"institutions":[{"id":"https://openalex.org/I101100930","display_name":"Universidade Federal de Juiz de Fora","ror":"https://ror.org/04yqw9c44","country_code":"BR","type":"education","lineage":["https://openalex.org/I101100930"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ivo C. Silva Junior","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil","institution_ids":["https://openalex.org/I101100930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037165857","display_name":"Leonardo de Mello Hon\u00f3rio","orcid":"https://orcid.org/0000-0003-2735-4792"},"institutions":[{"id":"https://openalex.org/I101100930","display_name":"Universidade Federal de Juiz de Fora","ror":"https://ror.org/04yqw9c44","country_code":"BR","type":"education","lineage":["https://openalex.org/I101100930"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Leonardo De M. Honorio","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-2735-4792","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora, Brazil","institution_ids":["https://openalex.org/I101100930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.2671,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.77354551,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"204660","last_page":"204675"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9979000091552734,"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"}},"topics":[{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9979000091552734,"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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":0.9797000288963318,"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/computer-science","display_name":"Computer science","score":0.624881386756897},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.47898340225219727},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.4445400536060333},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37636837363243103},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33402639627456665},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.105069100856781},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.10070833563804626},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.095102459192276}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.624881386756897},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.47898340225219727},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.4445400536060333},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37636837363243103},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33402639627456665},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.105069100856781},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.10070833563804626},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.095102459192276},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3036487","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3036487","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250453.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:446893632fc04bd9a40c9c7750343c48","is_oa":false,"landing_page_url":"https://doaj.org/article/446893632fc04bd9a40c9c7750343c48","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 204660-204675 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3036487","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3036487","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250453.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.75}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320324178","display_name":"Ag\u00eancia Nacional de Energia El\u00e9trica","ror":"https://ror.org/049sgh675"},{"id":"https://openalex.org/F4320324372","display_name":"Universidade Federal de Juiz de Fora","ror":"https://ror.org/04yqw9c44"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3096537328.pdf","grobid_xml":"https://content.openalex.org/works/W3096537328.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1980255537","https://openalex.org/W1987213677","https://openalex.org/W2000330466","https://openalex.org/W2001991385","https://openalex.org/W2003696872","https://openalex.org/W2031314809","https://openalex.org/W2069213358","https://openalex.org/W2111089164","https://openalex.org/W2417980251","https://openalex.org/W2586586651","https://openalex.org/W2615050570","https://openalex.org/W2765181149","https://openalex.org/W2792521251","https://openalex.org/W2801119840","https://openalex.org/W2890874600","https://openalex.org/W2903473280","https://openalex.org/W2905485021","https://openalex.org/W2922267326","https://openalex.org/W2932329887","https://openalex.org/W2951077447","https://openalex.org/W2954257334","https://openalex.org/W2969834763","https://openalex.org/W2973047752","https://openalex.org/W2979476516","https://openalex.org/W2990739124","https://openalex.org/W2991423538","https://openalex.org/W3008325040","https://openalex.org/W3008686908","https://openalex.org/W3008729116","https://openalex.org/W3010986668","https://openalex.org/W3016621940","https://openalex.org/W3033074744","https://openalex.org/W3033590996","https://openalex.org/W3045487311","https://openalex.org/W3045882797","https://openalex.org/W3048113872"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Hydrological":[0],"models":[1,32,50,66],"are":[2,12,145,164],"essential":[3],"tools":[4],"to":[5,14,98,114,118,154],"forecast":[6,138],"daily":[7],"water":[8],"resources'":[9],"availability,":[10],"which":[11],"used":[13,111],"plan":[15],"the":[16,62,70,73,90,93,103,115,120,135,139,156,162],"short-term":[17],"electrical":[18],"systems'":[19],"operation.":[20],"However,":[21],"there":[22],"is":[23,95,110],"a":[24,28,82],"trade-off":[25],"when":[26],"choosing":[27],"given":[29],"model.":[30],"Complex":[31],"may":[33],"provide":[34,119],"good":[35],"results":[36,53,159],"depending":[37],"on":[38,87],"very":[39],"complicated":[40],"analytical":[41],"and":[42,130],"optimization":[43],"procedures":[44],"beyond":[45],"sophisticated":[46],"data,":[47],"whereas":[48],"simpler":[49,65],"offer":[51],"reasonable":[52],"with":[54,81,169],"much":[55],"more":[56],"amenable":[57],"tuning":[58],"approaches.":[59],"To":[60],"improve":[61],"quality":[63],"of":[64,72,102,137],"this":[67],"article":[68],"proposes":[69],"coupling":[71],"Soil":[74],"Moisture":[75],"Accounting":[76],"Procedure":[77],"(SMAP)":[78],"hydrological":[79],"model":[80,126],"Deep":[83],"Learning":[84],"architecture":[85,163],"based":[86],"Conv3D-LSTM.":[88],"In":[89],"proposed":[91],"methodology,":[92],"SMAP":[94],"first":[96],"optimized":[97,107],"obtain":[99],"general":[100],"parameters":[101],"hydrographic":[104],"basin.":[105],"This":[106,123],"model's":[108],"output":[109],"as":[112],"input":[113],"Conv3D-LSTM":[116],"estimator":[117,125],"final":[121],"results.":[122,132],"gray":[124],"can":[127],"generate":[128],"fast":[129],"accurate":[131],"Studies":[133],"whit":[134],"goal":[136],"natural":[140],"flow":[141],"seven":[142],"days":[143],"ahead":[144],"carried":[146],"out":[147],"for":[148],"two":[149],"large":[150],"Brazilian":[151],"hydroelectric":[152],"plants":[153],"validate":[155],"method.":[157],"The":[158],"obtained":[160,168],"by":[161],"better":[165],"than":[166],"those":[167],"decoupled":[170],"techniques.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
