{"id":"https://openalex.org/W2996426557","doi":"https://doi.org/10.1109/access.2019.2958383","title":"Machine Learning Algorithms for Short-Term Load Forecast in Residential Buildings Using Smart Meters, Sensors and Big Data Solutions","display_name":"Machine Learning Algorithms for Short-Term Load Forecast in Residential Buildings Using Smart Meters, Sensors and Big Data Solutions","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2996426557","doi":"https://doi.org/10.1109/access.2019.2958383","mag":"2996426557"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2958383","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2958383","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08928601.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/ielx7/6287639/8600701/08928601.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035700125","display_name":"Simona\u2010Vasilica Oprea","orcid":"https://orcid.org/0000-0002-9005-5181"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Simona-Vasilica Oprea","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-9005-5181","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072430260","display_name":"Adela B\u00e2r\u00e3","orcid":"https://orcid.org/0000-0002-0961-352X"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Adela Bara","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-0961-352X","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":5.2069,"has_fulltext":true,"cited_by_count":108,"citation_normalized_percentile":{"value":0.96191904,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"177874","last_page":"177889"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9998000264167786,"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":0.9998000264167786,"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/T10603","display_name":"Smart Grid Energy Management","score":0.998199999332428,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9918000102043152,"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/computer-science","display_name":"Computer science","score":0.7454707622528076},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6320450901985168},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5798474550247192},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5361006259918213},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5145975351333618},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4908014237880707},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.46294960379600525},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.44241607189178467},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.4209875166416168},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3583550453186035}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7454707622528076},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6320450901985168},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5798474550247192},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5361006259918213},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5145975351333618},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4908014237880707},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.46294960379600525},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.44241607189178467},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.4209875166416168},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3583550453186035}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2958383","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2958383","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08928601.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:a41c027ace8e4e04b7b0a0d9aeddc0ae","is_oa":true,"landing_page_url":"https://doaj.org/article/a41c027ace8e4e04b7b0a0d9aeddc0ae","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 177874-177889 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2958383","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2958383","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08928601.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":[{"id":"https://metadata.un.org/sdg/7","score":0.4099999964237213,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G3249322199","display_name":null,"funder_award_id":"71/2018","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"}],"funders":[{"id":"https://openalex.org/F4320315989","display_name":"National Authority for Scientific Research and Innovation","ror":null},{"id":"https://openalex.org/F4320323444","display_name":"Autoritatea National\u0103 pentru Cercetare Stiintific\u0103","ror":"https://ror.org/03padf885"},{"id":"https://openalex.org/F4320323983","display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii","ror":"https://ror.org/01q7jq182"},{"id":"https://openalex.org/F4320336189","display_name":"Colegiul Consultativ pentru Cercetare-Dezvoltare \u015fi Inovare","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2996426557.pdf","grobid_xml":"https://content.openalex.org/works/W2996426557.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W153870454","https://openalex.org/W417143071","https://openalex.org/W1522301498","https://openalex.org/W1593014412","https://openalex.org/W1605708511","https://openalex.org/W1619614355","https://openalex.org/W1720804347","https://openalex.org/W1885185971","https://openalex.org/W1964984358","https://openalex.org/W1976221999","https://openalex.org/W1987498744","https://openalex.org/W1991151501","https://openalex.org/W1999198322","https://openalex.org/W2001165499","https://openalex.org/W2005683380","https://openalex.org/W2005747371","https://openalex.org/W2017561014","https://openalex.org/W2024462882","https://openalex.org/W2031236266","https://openalex.org/W2035737123","https://openalex.org/W2037634800","https://openalex.org/W2048080669","https://openalex.org/W2050801486","https://openalex.org/W2051607409","https://openalex.org/W2062901109","https://openalex.org/W2083020303","https://openalex.org/W2094583358","https://openalex.org/W2104504458","https://openalex.org/W2104571697","https://openalex.org/W2113989479","https://openalex.org/W2119259314","https://openalex.org/W2123682392","https://openalex.org/W2127192673","https://openalex.org/W2135368631","https://openalex.org/W2140490477","https://openalex.org/W2141789512","https://openalex.org/W2151519718","https://openalex.org/W2157178621","https://openalex.org/W2170800794","https://openalex.org/W2269865911","https://openalex.org/W2295959395","https://openalex.org/W2313169588","https://openalex.org/W2538202281","https://openalex.org/W2543643230","https://openalex.org/W2554713981","https://openalex.org/W2564422703","https://openalex.org/W2566997886","https://openalex.org/W2573587735","https://openalex.org/W2595984151","https://openalex.org/W2597560131","https://openalex.org/W2597866042","https://openalex.org/W2601171548","https://openalex.org/W2613278213","https://openalex.org/W2736290427","https://openalex.org/W2742473260","https://openalex.org/W2747580724","https://openalex.org/W2754252319","https://openalex.org/W2774966631","https://openalex.org/W2776867992","https://openalex.org/W2782902016","https://openalex.org/W2790545079","https://openalex.org/W2800494913","https://openalex.org/W2805797750","https://openalex.org/W2905388713","https://openalex.org/W2906033034","https://openalex.org/W2907724083","https://openalex.org/W2911964244","https://openalex.org/W2915043045","https://openalex.org/W2964121744","https://openalex.org/W3104996215","https://openalex.org/W4229530126","https://openalex.org/W6631190155","https://openalex.org/W6677799663","https://openalex.org/W6678218257","https://openalex.org/W6680975396","https://openalex.org/W6731428630","https://openalex.org/W6737454906","https://openalex.org/W6748777487","https://openalex.org/W6758144566"],"related_works":["https://openalex.org/W2125652721","https://openalex.org/W1540371141","https://openalex.org/W1549363203","https://openalex.org/W2147697413","https://openalex.org/W2154063878","https://openalex.org/W4231274751","https://openalex.org/W2556012038","https://openalex.org/W1489772951","https://openalex.org/W4390608645","https://openalex.org/W2073883415"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"propose":[4],"a":[5,25,42,77,234,238],"scalable":[6],"Big":[7,187],"Data":[8,188],"framework":[9],"that":[10,28,91,135],"collects":[11],"the":[12,55,60,67,72,88,95,153,160,181,186,196,199,212,224],"data":[13,191],"from":[14,210],"smart":[15,240],"meters":[16],"and":[17,21,33,51,58,93,116,131,138,159,194],"weather":[18],"sensors,":[19],"pre-processes":[20],"loads":[22],"it":[23],"into":[24],"NoSQL":[26],"database":[27],"is":[29,99,103,163,217,230],"capable":[30],"to":[31,53,184,220],"store":[32],"further":[34],"process":[35],"large":[36],"volumes":[37],"of":[38,44,87,171,198,237],"heterogeneous":[39],"data.":[40],"Then,":[41],"set":[43],"Machine":[45],"Learning":[46],"(ML)":[47],"algorithms":[48,141,155,201,209],"are":[49,136,156],"designed":[50],"implemented":[52],"determine":[54],"load":[56,148],"profiles":[57],"forecast":[59],"electricity":[61],"consumption":[62],"for":[63,66,147,151,202,223],"residential":[64,239],"buildings":[65],"next":[68,225],"24":[69,226],"hours.":[70,227],"For":[71],"Short-Term":[73],"Load":[74],"Forecast":[75],"(STLF),":[76],"Feed-Forward":[78],"Artificial":[79],"Neural":[80,124],"Network":[81,125],"(FF-ANN)":[82],"algorithm":[83],"with":[84,105,110,120,207],"backtracking":[85],"adjustment":[86],"learning":[89,97,112],"rate":[90],"extends":[92],"optimizes":[94],"Nesterov":[96],"method":[98],"proposed.":[100],"Its":[101],"performance":[102],"compared":[104],"six":[106],"algorithms,":[107],"i.e.":[108,190],"FF-ANN":[109],"well-known":[111],"methods,":[113],"namely":[114],"Momentum":[115],"Nesterov,":[117],"Non-linear":[118],"AutoRegressive":[119],"eXogenous":[121],"(NARX),":[122],"Deep":[123],"(DNN),":[126],"Gradient":[127],"Tree":[128],"Boosting":[129],"(GTB)":[130],"Random":[132],"Forests":[133],"(RF)":[134],"competitive":[137],"powerful":[139],"ML":[140,200],"which":[142,211],"have":[143],"been":[144],"successfully":[145],"used":[146],"forecast.":[149],"Hence,":[150],"STLF,":[152],"seven":[154],"executed":[157],"simultaneously":[158],"best":[161],"one":[162],"automatically":[164,218],"selected":[165,219],"considering":[166,233],"its":[167],"accuracy":[168],"in":[169],"terms":[170],"Root":[172],"Mean":[173],"Square":[174],"Errors":[175],"(RMSE).":[176],"The":[177,228],"proposed":[178],"methodology":[179,229],"contains":[180],"steps":[182],"required":[183],"implement":[185],"framework,":[189],"pre-processing,":[192],"transformation":[193],"loading,":[195],"configuration":[197],"dimensionality":[203],"reduction,":[204],"clustering,":[205],"STLF":[206,222],"different":[208],"Best":[213],"Performant":[214],"Algorithm":[215],"(BPA)":[216],"provide":[221],"ultimately":[231],"tested":[232],"real":[235],"case":[236],"building.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":13}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}