{"id":"https://openalex.org/W2802679593","doi":"https://doi.org/10.1109/wf-iot.2018.8355123","title":"Machine learning based electric load forecasting for short and long-term period","display_name":"Machine learning based electric load forecasting for short and long-term period","publication_year":2018,"publication_date":"2018-02-01","ids":{"openalex":"https://openalex.org/W2802679593","doi":"https://doi.org/10.1109/wf-iot.2018.8355123","mag":"2802679593"},"language":"en","primary_location":{"id":"doi:10.1109/wf-iot.2018.8355123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot.2018.8355123","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 4th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"},"type":"article","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/A5046319133","display_name":"Tom\u00e1\u0161 Vantuch","orcid":"https://orcid.org/0000-0002-2743-4365"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Tomas Vantuch","raw_affiliation_strings":["Centre ENET at V\u0160B - Technical University of Ostrava, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Centre ENET at V\u0160B - Technical University of Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000027012","display_name":"Aurora Gonz\u00e1lez-Vidal","orcid":"https://orcid.org/0000-0002-4398-0243"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Aurora Gonzalez Vidal","raw_affiliation_strings":["Computer Science Faculty, University of Murcia, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science Faculty, University of Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017202757","display_name":"Alfonso P. Ramallo-Gonz\u00e1lez","orcid":"https://orcid.org/0000-0003-1238-7268"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alfonso P. Ramallo-Gonzalez","raw_affiliation_strings":["Computer Science Faculty, University of Murcia, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science Faculty, University of Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054299062","display_name":"Antonio Sk\u00e1rmeta","orcid":"https://orcid.org/0000-0002-5525-1259"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio F. Skarmeta","raw_affiliation_strings":["Computer Science Faculty, University of Murcia, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science Faculty, University of Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084854588","display_name":"Stanislav Mi\u0161\u00e1k","orcid":"https://orcid.org/0000-0002-7344-6930"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Stanislav Misak","raw_affiliation_strings":["Centre ENET at V\u0160B - Technical University of Ostrava, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Centre ENET at V\u0160B - Technical University of Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5046319133"],"corresponding_institution_ids":["https://openalex.org/I142208455"],"apc_list":null,"apc_paid":null,"fwci":2.617,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.90373656,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"511","last_page":"516"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":1.0,"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":1.0,"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":0.9919000267982483,"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"}},{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/blackout","display_name":"Blackout","score":0.8069537878036499},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.6541617512702942},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6427544355392456},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.48330000042915344},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.46109166741371155},{"id":"https://openalex.org/keywords/electric-power","display_name":"Electric power","score":0.42891842126846313},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.4008544981479645},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.362434446811676},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.35377785563468933},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3340166211128235},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.24346128106117249},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20616140961647034},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10208114981651306}],"concepts":[{"id":"https://openalex.org/C2777693866","wikidata":"https://www.wikidata.org/wiki/Q359099","display_name":"Blackout","level":4,"score":0.8069537878036499},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.6541617512702942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6427544355392456},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.48330000042915344},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.46109166741371155},{"id":"https://openalex.org/C40293303","wikidata":"https://www.wikidata.org/wiki/Q27137","display_name":"Electric power","level":3,"score":0.42891842126846313},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.4008544981479645},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.362434446811676},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.35377785563468933},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3340166211128235},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.24346128106117249},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20616140961647034},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10208114981651306},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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/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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot.2018.8355123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot.2018.8355123","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 4th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1908962573","https://openalex.org/W1974829837","https://openalex.org/W1986983672","https://openalex.org/W2061202337","https://openalex.org/W2069563189","https://openalex.org/W2070493638","https://openalex.org/W2071151783","https://openalex.org/W2081060955","https://openalex.org/W2091693228","https://openalex.org/W2106411961","https://openalex.org/W2113771037","https://openalex.org/W2137226992","https://openalex.org/W2149350210","https://openalex.org/W2170860720","https://openalex.org/W2296521892","https://openalex.org/W2597560131","https://openalex.org/W2911964244","https://openalex.org/W4248375863","https://openalex.org/W4250042253","https://openalex.org/W6676179485","https://openalex.org/W6680532697"],"related_works":["https://openalex.org/W2132018665","https://openalex.org/W2035973884","https://openalex.org/W2075965984","https://openalex.org/W2047841327","https://openalex.org/W2534592152","https://openalex.org/W2367687672","https://openalex.org/W2157403163","https://openalex.org/W2779342289","https://openalex.org/W1970912181","https://openalex.org/W2738137643"],"abstract_inverted_index":{"Electricity":[0],"is":[1,17,67,77,116],"currently":[2],"the":[3,9,25,36,87,91,96,107,114,119,135,144,152,158,167,171,183,190,211,226],"most":[4,224],"important":[5],"energy":[6,64,104],"vector":[7],"in":[8,56,79,147,223],"domestic":[10],"sector":[11],"and":[12,19,32,51,154,210],"industry.":[13],"Unlike":[14],"fuels,":[15],"electricity":[16,88,148],"hard":[18],"expensive":[20],"to":[21,43,85,94,102,111,165,189,219],"store.":[22],"This":[23],"creates":[24],"need":[26,42,131],"of":[27,39,109,137,185,192,194,225],"precise":[28],"coupling":[29],"between":[30],"generation":[31,97],"demand.":[33],"In":[34],"addition,":[35],"transmission":[37],"lines":[38],"electric":[40],"power":[41],"be":[44,163],"sized":[45],"for":[46,72,90],"a":[47,132],"given":[48],"maximum":[49],"power,":[50],"overloading":[52],"them":[53],"may":[54,130],"result":[55],"blackout":[57],"or":[58],"electrical":[59],"accidents.":[60],"For":[61],"these":[62],"reasons,":[63],"consumption":[65,105],"forecasting":[66,73,150,179],"vital.":[68],"The":[69],"time":[70,129,145,186],"scale":[71,108,146,159,187],"depends":[74],"on":[75,134,157,204],"who":[76],"interested":[78],"such":[80],"prediction.":[81],"Grid":[82,99],"operators":[83],"have":[84,101,140],"predict":[86,103],"demand":[89],"next":[92],"day,":[93],"program":[95],"accordingly.":[98],"designers":[100],"at":[106],"years,":[110],"ensure":[112,166],"that":[113,142,155,214],"infrastructure":[115],"sufficient.":[117],"On":[118],"other":[120],"hand,":[121],"smart":[122],"grid":[123],"controllers":[124],"with":[125,170,182],"almost":[126],"instant":[127],"response":[128],"prediction":[133],"order":[136],"minutes.":[138],"We":[139,175],"seen":[141],"changing":[143],"load":[149],"changes":[151],"approach,":[153],"depending":[156],"different":[160,206],"methods":[161],"should":[162],"used":[164],"highest":[168],"accuracy":[169,180],"smallest":[172],"computational":[173,200],"cost.":[174],"show":[176],"here":[177],"how":[178],"decreases":[181],"increase":[184],"due":[188],"impossibility":[191],"using":[193],"all":[195],"variables.":[196],"Several":[197],"well":[198],"established":[199],"models":[201],"were":[202],"compared":[203],"three":[205],"regression":[207],"based":[208],"criteria":[209],"results":[212],"revealed":[213],"boosting":[215],"model":[216],"was":[217],"able":[218],"outperform":[220],"their":[221],"competitors":[222],"comparisons.":[227]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2026-04-11T06:13:24.991567","created_date":"2025-10-10T00:00:00"}