{"id":"https://openalex.org/W2097919550","doi":"https://doi.org/10.1109/ijcnn.2007.4371218","title":"Development of an Artificial Neural Network by Genetic Algorithm to Mid-Term Load Forecasting","display_name":"Development of an Artificial Neural Network by Genetic Algorithm to Mid-Term Load Forecasting","publication_year":2007,"publication_date":"2007-08-01","ids":{"openalex":"https://openalex.org/W2097919550","doi":"https://doi.org/10.1109/ijcnn.2007.4371218","mag":"2097919550"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2007.4371218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2007.4371218","pdf_url":null,"source":{"id":"https://openalex.org/S4210195743","display_name":"IEEE International Conference on Neural Networks/IEEE ... International Conference on Neural Networks","issn_l":"1098-7576","issn":["1098-7576","1558-3902"],"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 International Joint Conference on Neural Networks","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034346571","display_name":"Ronaldo R. B. de Aquino","orcid":"https://orcid.org/0000-0003-4835-7378"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ronaldo R. B. de Aquino","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Pernambuco (UFPE), Recife, Pernambuco, Brazil","[Fed. Univ. of Pernambuco, Recife]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Pernambuco (UFPE), Recife, Pernambuco, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"[Fed. Univ. of Pernambuco, Recife]","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042802692","display_name":"Otoni N\u00f3brega Neto","orcid":"https://orcid.org/0000-0001-9935-0091"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Otoni Nobrega Neto","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","Electrical Engineering Department, Federal University of Pernambuco, phone: 55-81-21268986; e-mail: otoninobrega@hotmail.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Pernambuco, phone: 55-81-21268986; e-mail: otoninobrega@hotmail.com","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068973942","display_name":"Milde M. S. Lira","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Milde M. S. Lira","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","Electrical Engineering Department, Federal University of Pernambuco. phone: 55-81-21268986; e-mail: milde@ufpe.br"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Pernambuco. phone: 55-81-21268986; e-mail: milde@ufpe.br","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001497831","display_name":"Aida A. Ferreira","orcid":"https://orcid.org/0000-0002-0322-6801"},"institutions":[{"id":"https://openalex.org/I2800363144","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia de Pernambuco","ror":"https://ror.org/02y7zaj23","country_code":"BR","type":"education","lineage":["https://openalex.org/I1293487690","https://openalex.org/I2800363144","https://openalex.org/I2801200668"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Aida A. Ferreira","raw_affiliation_strings":["Federal Center of Technologic Education of Pernambuco, Recife, Pernambuco, Brazil","Federal Center of Technologic Education of Pernambuco, Av Professor Luis Freire, 500, Cidade Universit\u00e1ria, Cep: 50.740-530 - Recife - PE - Brazil. phone: 55-81-21268986; e-mail: aidaaf@gmail.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Center of Technologic Education of Pernambuco, Recife, Pernambuco, Brazil","institution_ids":["https://openalex.org/I2800363144"]},{"raw_affiliation_string":"Federal Center of Technologic Education of Pernambuco, Av Professor Luis Freire, 500, Cidade Universit\u00e1ria, Cep: 50.740-530 - Recife - PE - Brazil. phone: 55-81-21268986; e-mail: aidaaf@gmail.com","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101106423","display_name":"Manoel A. Carvalho","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Manoel A. Carvalho","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","Electrical Engineering Department the Federal University of Pernambuco, phone: 55-81-21268986; e-mail: macj@ufpe.br"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"Electrical Engineering Department the Federal University of Pernambuco, phone: 55-81-21268986; e-mail: macj@ufpe.br","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110190077","display_name":"Geane B. Silva","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Geane B. Silva","raw_affiliation_strings":["Academico Helio Ramos, Federal University of Pernambuco (UFPE), Recife, Pernambuco, Brazil","Federal University of Pernambuco, Academico Helio Ramos s/n, Cidade Universit\u00e1ria, Cep: 50.740-530 - Recife - PE - Brazil. phone: 55-81-21268986; e-mail: geaneufpe@yahoo.com.br"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academico Helio Ramos, Federal University of Pernambuco (UFPE), Recife, Pernambuco, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"Federal University of Pernambuco, Academico Helio Ramos s/n, Cidade Universit\u00e1ria, Cep: 50.740-530 - Recife - PE - Brazil. phone: 55-81-21268986; e-mail: geaneufpe@yahoo.com.br","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111953043","display_name":"Josinaldo B. de Oliveira","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Josinaldo B. de Oliveira","raw_affiliation_strings":["Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","Electrical Engineering Department the Federal University of Pernambuco, phone: 55-81-21268986; e-mail: josinaldoo@ig.com.br"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Federal University of Pernambuco (UFPE), Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"Electrical Engineering Department the Federal University of Pernambuco, phone: 55-81-21268986; e-mail: josinaldoo@ig.com.br","institution_ids":["https://openalex.org/I25112270"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.19422221,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1726","last_page":"1731"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9763000011444092,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9706000089645386,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.7758293151855469},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.7041162252426147},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6808081865310669},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6231054663658142},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.5197117328643799},{"id":"https://openalex.org/keywords/electrical-load","display_name":"Electrical load","score":0.4637141227722168},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4350096881389618},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4258136749267578},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3463817238807678},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26609867811203003},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18872040510177612},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.17557188868522644},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0734802782535553}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7758293151855469},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.7041162252426147},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6808081865310669},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6231054663658142},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.5197117328643799},{"id":"https://openalex.org/C77715397","wikidata":"https://www.wikidata.org/wiki/Q931447","display_name":"Electrical load","level":3,"score":0.4637141227722168},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4350096881389618},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4258136749267578},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3463817238807678},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26609867811203003},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18872040510177612},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.17557188868522644},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0734802782535553},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2007.4371218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2007.4371218","pdf_url":null,"source":{"id":"https://openalex.org/S4210195743","display_name":"IEEE International Conference on Neural Networks/IEEE ... International Conference on Neural Networks","issn_l":"1098-7576","issn":["1098-7576","1558-3902"],"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 International Joint Conference on Neural Networks","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8899999856948853,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1525068797","https://openalex.org/W1570448133","https://openalex.org/W1858897164","https://openalex.org/W1899402344","https://openalex.org/W2036959914","https://openalex.org/W2065350746","https://openalex.org/W2093144531","https://openalex.org/W2100090926","https://openalex.org/W2103824620","https://openalex.org/W2111478371","https://openalex.org/W2123504579","https://openalex.org/W2125392132","https://openalex.org/W2143908786","https://openalex.org/W2146097858","https://openalex.org/W2152375058","https://openalex.org/W2212046750","https://openalex.org/W2617944295","https://openalex.org/W4240558771","https://openalex.org/W6673919662"],"related_works":["https://openalex.org/W2980611886","https://openalex.org/W42295635","https://openalex.org/W1973996291","https://openalex.org/W2330575325","https://openalex.org/W2163803519","https://openalex.org/W2497592525","https://openalex.org/W3096145648","https://openalex.org/W3197510923","https://openalex.org/W2370579019","https://openalex.org/W4313265328"],"abstract_inverted_index":{"This":[0,70],"paper":[1],"gives":[2],"an":[3],"alternative":[4],"strategy":[5],"to":[6,21,31,55,83],"solve":[7],"a":[8],"problem":[9],"found":[10],"daily":[11],"in":[12,19,35],"the":[13,29,36,46,85,91,98,109,119],"distribution":[14],"utilities":[15],"of":[16,45,101,111],"electric":[17],"energy":[18],"regard":[20],"hourly":[22,86],"load":[23,26,50,87,94],"forecasting.":[24],"The":[25,49,104],"forecasting":[27,51,88],"produces":[28],"essence":[30],"increase":[32],"and":[33,43,61,66,113],"strengthen":[34],"basic":[37],"grid,":[38],"moreover":[39],"study":[40],"into":[41],"program":[42],"planning":[44,65],"system":[47,64],"operation.":[48],"quality":[52],"contributes":[53],"substantially":[54],"indicating":[56],"more":[57,68],"accurate":[58],"consuming":[59],"market,":[60],"making":[62],"electrical":[63],"operating":[67],"efficient.":[69],"work":[71],"uses":[72],"artificial":[73],"neural":[74],"networks,":[75],"whose":[76],"architecture":[77],"were":[78,122],"developed":[79,107],"using":[80,125],"genetic":[81],"algorithm":[82],"realize":[84],"based":[89],"on":[90],"monthly":[92],"total":[93],"consumption":[95],"registered":[96],"by":[97,124],"Energy":[99],"Company":[100],"Pernambuco":[102],"(CELPE).":[103],"forecast":[105],"models":[106,121],"comprise":[108],"period":[110],"45":[112],"49":[114],"days":[115],"ahead.":[116],"Comparisons":[117],"between":[118],"four":[120],"achieved":[123],"historical":[126],"data":[127],"from":[128],"2005.":[129]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}