{"id":"https://openalex.org/W1998701689","doi":"https://doi.org/10.1590/s1415-43662010000200008","title":"Rede neural artificial aplicada \u00e0 previs\u00e3o de vaz\u00e3o da Bacia Hidrogr\u00e1fica do Rio Pianc\u00f3","display_name":"Rede neural artificial aplicada \u00e0 previs\u00e3o de vaz\u00e3o da Bacia Hidrogr\u00e1fica do Rio Pianc\u00f3","publication_year":2010,"publication_date":"2010-01-21","ids":{"openalex":"https://openalex.org/W1998701689","doi":"https://doi.org/10.1590/s1415-43662010000200008","mag":"1998701689"},"language":"pt","primary_location":{"id":"doi:10.1590/s1415-43662010000200008","doi":"https://doi.org/10.1590/s1415-43662010000200008","is_oa":true,"landing_page_url":"https://doi.org/10.1590/s1415-43662010000200008","pdf_url":"https://www.scielo.br/j/rbeaa/a/rSxZNs36XgFcVNKCzJJ63XQ/?lang=pt&format=pdf","source":{"id":"https://openalex.org/S2498816185","display_name":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental","issn_l":"1415-4366","issn":["1415-4366","1807-1929"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","poland-40","russia-white-list-2","scielo"],"host_organization":"https://openalex.org/P4310312408","host_organization_name":"Federal University of Campina Grande","host_organization_lineage":["https://openalex.org/P4310312408"],"host_organization_lineage_names":["Federal University of Campina Grande"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.scielo.br/j/rbeaa/a/rSxZNs36XgFcVNKCzJJ63XQ/?lang=pt&format=pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056999869","display_name":"Wanderson dos Santos Sousa","orcid":"https://orcid.org/0000-0002-2081-3434","observed_orcids":["https://orcid.org/0000-0002-2081-3434"]},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Wanderson dos S. Sousa","raw_affiliation_strings":["UFCG","UACA/UFCG. Avenida Apr\u00edgio Veloso, 882, Bodocong\u00f3, CEP 58109-970, Campina Grande,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UFCG","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"UACA/UFCG. Avenida Apr\u00edgio Veloso, 882, Bodocong\u00f3, CEP 58109-970, Campina Grande,","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023900011","display_name":"Francisco de Assis Salviano de Sousa","orcid":"https://orcid.org/0000-0002-4085-0785","observed_orcids":["https://orcid.org/0000-0002-4085-0785"]},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Francisco de A. S. de Sousa","raw_affiliation_strings":["UFCG","UACA/UFCG. Avenida Apr\u00edgio Veloso, 882, Bodocong\u00f3, CEP 58109-970, Campina Grande,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UFCG","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"UACA/UFCG. Avenida Apr\u00edgio Veloso, 882, Bodocong\u00f3, CEP 58109-970, Campina Grande,","institution_ids":["https://openalex.org/I41455075"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I41455075"],"apc_list":{"value":180,"currency":"BRL","value_usd":34},"apc_paid":{"value":180,"currency":"BRL","value_usd":34},"fwci":0.6007,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.74003519,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":97},"biblio":{"volume":"14","issue":"2","first_page":"173","last_page":"180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":1.0,"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":1.0,"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":0.0,"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/T10320","display_name":"Neural Networks and Applications","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9079999923706055},{"id":"https://openalex.org/keywords/streamflow-forecasting","display_name":"streamflow forecasting","score":0.8899999856948853},{"id":"https://openalex.org/keywords/rainfall-runoff","display_name":"rainfall-runoff","score":0.9559999704360962},{"id":"https://openalex.org/keywords/semiarid-watershed","display_name":"semi-arid watershed","score":0.6010000109672546},{"id":"https://openalex.org/keywords/network-architecture","display_name":"network architecture","score":0.5740000009536743},{"id":"https://openalex.org/keywords/weight-initialization","display_name":"weight initialization","score":0.9929999709129333},{"id":"https://openalex.org/keywords/monthly-mean-flow","display_name":"monthly mean flow","score":0.6079999804496765},{"id":"https://openalex.org/keywords/water-resources-management","display_name":"water resources management","score":0.703000009059906}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.5692304968833923},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3614523708820343},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.1508478820323944}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1590/s1415-43662010000200008","doi":"https://doi.org/10.1590/s1415-43662010000200008","is_oa":true,"landing_page_url":"https://doi.org/10.1590/s1415-43662010000200008","pdf_url":"https://www.scielo.br/j/rbeaa/a/rSxZNs36XgFcVNKCzJJ63XQ/?lang=pt&format=pdf","source":{"id":"https://openalex.org/S2498816185","display_name":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental","issn_l":"1415-4366","issn":["1415-4366","1807-1929"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","poland-40","russia-white-list-2","scielo"],"host_organization":"https://openalex.org/P4310312408","host_organization_name":"Federal University of Campina Grande","host_organization_lineage":["https://openalex.org/P4310312408"],"host_organization_lineage_names":["Federal University of Campina Grande"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental","raw_type":"journal-article"},{"id":"pmh:oai:scielo:S1415-43662010000200008","doi":null,"is_oa":true,"landing_page_url":"http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1415-43662010000200008","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental v.14 n.2 2010","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:americanae.aecid.es:2435451","doi":null,"is_oa":true,"landing_page_url":"http://americanae.aecid.es/americanae/es/registros/registro.do?tipoRegistro=MTD&idBib=2435451","pdf_url":null,"source":{"id":"https://openalex.org/S4306400786","display_name":"Americanae (AECID Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental v.14 n.2 2010","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:4f3eac7354c34c1a9f751957eb09bdbb","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/4f3eac7354c34c1a9f751957eb09bdbb","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,"listed_in":[],"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":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental, Vol 14, Iss 2, Pp 173-180 (2010)","raw_type":"article"},{"id":"pmh:oai:urlib.net:dpi.inpe.br/plutao/2010/11.11.17.27.51-0","doi":null,"is_oa":false,"landing_page_url":"http://urlib.net/dpi.inpe.br/plutao/2010/11.11.17.27.50","pdf_url":null,"source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1590/s1415-43662010000200008","doi":"https://doi.org/10.1590/s1415-43662010000200008","is_oa":true,"landing_page_url":"https://doi.org/10.1590/s1415-43662010000200008","pdf_url":"https://www.scielo.br/j/rbeaa/a/rSxZNs36XgFcVNKCzJJ63XQ/?lang=pt&format=pdf","source":{"id":"https://openalex.org/S2498816185","display_name":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental","issn_l":"1415-4366","issn":["1415-4366","1807-1929"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","poland-40","russia-white-list-2","scielo"],"host_organization":"https://openalex.org/P4310312408","host_organization_name":"Federal University of Campina Grande","host_organization_lineage":["https://openalex.org/P4310312408"],"host_organization_lineage_names":["Federal University of Campina Grande"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Revista Brasileira de Engenharia Agr\u00edcola e Ambiental","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.6618000268936157}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1998701689.pdf","grobid_xml":"https://content.openalex.org/works/W1998701689.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W1999378232","https://openalex.org/W2033904036","https://openalex.org/W2058998445","https://openalex.org/W2064820716","https://openalex.org/W2094193006","https://openalex.org/W2111089164","https://openalex.org/W2117823451","https://openalex.org/W2155482699"],"related_works":["https://openalex.org/W7120809313","https://openalex.org/W7011344014","https://openalex.org/W7036059162","https://openalex.org/W7030292366","https://openalex.org/W7120863972","https://openalex.org/W6986751629","https://openalex.org/W7120449233","https://openalex.org/W4414495344","https://openalex.org/W7120638822","https://openalex.org/W2553013342"],"abstract_inverted_index":{"A":[0,133],"previs\u00e3o":[1],"de":[2,44,73,135,149,151,158],"vaz\u00e3o":[3,60],"em":[4,89],"um":[5,31],"sistema":[6],"h\u00eddrico":[7],"n\u00e3o":[8],"\u00e9":[9],"apenas":[10],"uma":[11,45],"das":[12,19],"t\u00e9cnicas":[13],"utilizadas":[14],"para":[15,119,146],"minimizar":[16],"o":[17,24,86,96,147],"impacto":[18],"incertezas":[20],"do":[21,64,112,131],"clima":[22],"sobre":[23],"gerenciamento":[25],"dos":[26,32,108],"recursos":[27],"h\u00eddricos":[28],"mas,":[29],"tamb\u00e9m,":[30],"principais":[33],"desafios":[34],"relacionados":[35],"ao":[36],"conhecimento":[37],"integrado":[38],"da":[39,42,71,83,101,103,106,156],"climatologia":[40],"e":[41,59,92,105,153,161],"hidrologia":[43],"bacia":[46,62,125],"hidrogr\u00e1fica.":[47],"O":[48],"objetivo":[49],"deste":[50],"trabalho":[51],"foi":[52,114,141],"modelar":[53,85,120],"a":[54,81,99,116,142],"rela\u00e7\u00e3o":[55],"n\u00e3o-linear":[56],"entre":[57],"chuva":[58],"na":[61,124],"hidrogr\u00e1fica":[63],"rio":[65],"Pianc\u00f3,":[66],"no":[67,129],"semi\u00e1rido":[68],"paraibano,":[69],"atrav\u00e9s":[70],"t\u00e9cnica":[72],"Redes":[74],"Neurais":[75],"Artificiais":[76],"(RNA).":[77],"Aqui":[78],"se":[79,93],"avaliou":[80],"capacidade":[82],"RNA":[84,136],"processo":[87],"chuva-vaz\u00e3o":[88],"base":[90,128],"mensal":[91],"considerou,":[94],"durante":[95],"seu":[97],"treinamento,":[98],"influ\u00eancia":[100],"arquitetura":[102,118,134],"rede":[104],"inicializa\u00e7\u00e3o":[107],"pesos.":[109],"No":[110],"final":[111],"treinamento":[113],"escolhida":[115],"melhor":[117,139],"vaz\u00f5es":[121],"m\u00e9dias":[122],"mensais":[123],"estudada,":[126],"com":[127,144],"desempenho":[130],"modelo.":[132],"que":[137],"produziu":[138],"resultado":[140],"RC315L,":[143],"valores":[145],"coeficiente":[148],"determina\u00e7\u00e3o,":[150],"efici\u00eancia":[152],"erro":[154],"padr\u00e3o":[155],"estimativa":[157],"92,0,":[159],"77,0%":[160],"8,29,":[162],"respectivamente.":[163]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}