{"id":"https://openalex.org/W2783058069","doi":"https://doi.org/10.1109/etfa.2017.8247667","title":"Energy consumption modeling by machine learning from daily activity metering in a hospital","display_name":"Energy consumption modeling by machine learning from daily activity metering in a hospital","publication_year":2017,"publication_date":"2017-09-01","ids":{"openalex":"https://openalex.org/W2783058069","doi":"https://doi.org/10.1109/etfa.2017.8247667","mag":"2783058069"},"language":"en","primary_location":{"id":"doi:10.1109/etfa.2017.8247667","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa.2017.8247667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://oa.upm.es/50025/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109836466","display_name":"Elena Ruiz","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Elena Ruiz","raw_affiliation_strings":["Dept. Computer Science and Artificial Intelligence, University of Granada, Granada, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. Computer Science and Artificial Intelligence, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026920114","display_name":"Rosal\u00eda Pacheco-Torres","orcid":"https://orcid.org/0000-0002-1452-7159"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rosalia Pacheco-Torres","raw_affiliation_strings":["Dpto. Ingenier\u00eda Civil: Construcci\u00f3n, Infraestructura y Transporte, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dpto. Ingenier\u00eda Civil: Construcci\u00f3n, Infraestructura y Transporte, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046510895","display_name":"Jorge Casillas","orcid":"https://orcid.org/0000-0002-5887-3977"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jorge Casillas","raw_affiliation_strings":["Dept. Computer Science and Artificial Intelligence, University of Granada, Granada, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. Computer Science and Artificial Intelligence, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7076,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.75433915,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11954","display_name":"Energy Efficiency and Management","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12256","display_name":"Facilities and Workplace Management","score":0.919700026512146,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/retrofitting","display_name":"Retrofitting","score":0.7670285701751709},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.7188621759414673},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6341062188148499},{"id":"https://openalex.org/keywords/metering-mode","display_name":"Metering mode","score":0.5824207663536072},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.4652154743671417},{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.4592018723487854},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4406396746635437},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.4206579327583313},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.40031248331069946},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.36620408296585083},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.3273557722568512},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22394785284996033},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08328232169151306}],"concepts":[{"id":"https://openalex.org/C2778368411","wikidata":"https://www.wikidata.org/wiki/Q24662","display_name":"Retrofitting","level":2,"score":0.7670285701751709},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.7188621759414673},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6341062188148499},{"id":"https://openalex.org/C30905978","wikidata":"https://www.wikidata.org/wiki/Q815598","display_name":"Metering mode","level":2,"score":0.5824207663536072},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.4652154743671417},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.4592018723487854},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4406396746635437},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.4206579327583313},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.40031248331069946},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.36620408296585083},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3273557722568512},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22394785284996033},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08328232169151306},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/etfa.2017.8247667","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa.2017.8247667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},{"id":"pmh:oai:oa.upm.es:50025","is_oa":true,"landing_page_url":"https://oa.upm.es/50025/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196323","display_name":"UPM Digital Archive (Technical University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) | 2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) | 12-15 September 2017 | Limassol, Cyprus","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:oa.upm.es:50025","is_oa":true,"landing_page_url":"https://oa.upm.es/50025/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196323","display_name":"UPM Digital Archive (Technical University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) | 2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) | 12-15 September 2017 | Limassol, Cyprus","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1023118562","https://openalex.org/W1781794689","https://openalex.org/W1968154528","https://openalex.org/W2000164913","https://openalex.org/W2017307766","https://openalex.org/W2048194211","https://openalex.org/W2138210406","https://openalex.org/W2143908786","https://openalex.org/W2155806188","https://openalex.org/W6680146608"],"related_works":["https://openalex.org/W4235281790","https://openalex.org/W2803958028","https://openalex.org/W3196206936","https://openalex.org/W4231181989","https://openalex.org/W2766921133","https://openalex.org/W1511630753","https://openalex.org/W2361867469","https://openalex.org/W2334261224","https://openalex.org/W3216945852","https://openalex.org/W2188880028"],"abstract_inverted_index":{"Hospitals":[0],"are":[1,112,141],"large":[2],"buildings":[3,162],"that":[4,104,124],"consume":[5],"a":[6,35,52,81,96,152,164],"great":[7],"amount":[8],"of":[9,26,38,44,62,80,91,98,109,146,160,167],"energy":[10,16,93,129,149,158,169],"mostly":[11],"due":[12],"to":[13,65,76,87],"their":[14],"continuous":[15],"consumption":[17,94,130],"needs,":[18],"high":[19],"consumer":[20],"medical":[21],"equipment,":[22],"and":[23,28,42,135,163],"special":[24],"requirements":[25],"thermal":[27],"air":[29],"conditions.":[30],"Reliable":[31],"dynamic":[32],"simulation":[33],"is":[34,59],"chimera":[36],"because":[37],"the":[39,60,77,106,110,127,144],"complex":[40],"design":[41,145],"behavior":[43],"these":[45],"buildings.":[46,173],"Therefore,":[47],"monitoring-based":[48],"methods":[49],"arise":[50],"as":[51],"plausible":[53],"alternative.":[54],"Its":[55],"main":[56],"drawback,":[57],"however,":[58],"lack":[61],"enough":[63],"data":[64,90],"generate":[66,88,122],"statistically":[67],"robust":[68],"models.":[69],"The":[70,115,138],"paper":[71],"faces":[72],"this":[73],"problem":[74],"thanks":[75],"helpful":[78],"contribution":[79],"collaborative":[82],"hospital":[83,111],"which":[84],"was":[85],"able":[86],"daily":[89,107],"electrical":[92,128],"for":[95,143,157],"period":[97],"six":[99],"years.":[100],"Besides,":[101],"thirteen":[102],"variables":[103],"summarize":[105],"activity":[108,136],"also":[113],"included.":[114],"results":[116,140],"show":[117],"how":[118],"machine":[119],"learning":[120],"techniques":[121],"models":[123],"accurately":[125],"predict":[126],"based":[131],"on":[132],"weather":[133],"conditions":[134],"measurements.":[137],"obtained":[139],"useful":[142],"more":[147,153],"specific":[148],"saving":[150],"strategies,":[151],"efficient":[154],"economic":[155,168],"investment":[156],"retrofitting":[159],"existing":[161],"better":[165],"management":[166],"cost":[170],"in":[171],"large-scale":[172]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
