{"id":"https://openalex.org/W2300714376","doi":"https://doi.org/10.4108/eai.24-8-2015.2261063","title":"Methodology for Commercial Buildings Thermal Loads Predictive Models Based on Simulation Performance","display_name":"Methodology for Commercial Buildings Thermal Loads Predictive Models Based on Simulation Performance","publication_year":2015,"publication_date":"2015-08-27","ids":{"openalex":"https://openalex.org/W2300714376","doi":"https://doi.org/10.4108/eai.24-8-2015.2261063","mag":"2300714376"},"language":"en","primary_location":{"id":"doi:10.4108/eai.24-8-2015.2261063","is_oa":true,"landing_page_url":"https://doi.org/10.4108/eai.24-8-2015.2261063","pdf_url":"http://eudl.eu/pdf/10.4108/eai.24-8-2015.2261063","source":{"id":"https://openalex.org/S2738613471","display_name":"EAI Endorsed Transactions on Energy Web","issn_l":"2032-944X","issn":["2032-944X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321145","host_organization_name":"European Alliance for Innovation","host_organization_lineage":["https://openalex.org/P4310321145"],"host_organization_lineage_names":["European Alliance for Innovation"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EAI Endorsed Transactions on Energy Web","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://eudl.eu/pdf/10.4108/eai.24-8-2015.2261063","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009789270","display_name":"Dimitrios-Stavros Kapetanakis","orcid":"https://orcid.org/0000-0002-7362-4696"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Dimitrios-Stavros Kapetanakis","raw_affiliation_strings":["University College Dublin (UCD); [email\u00a0protected]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin (UCD); [email\u00a0protected]","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029438479","display_name":"Eleni Mangina","orcid":"https://orcid.org/0000-0003-3374-0307"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Eleni Mangina","raw_affiliation_strings":["University College Dublin (UCD)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin (UCD)","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012587645","display_name":"Donal Finn","orcid":"https://orcid.org/0000-0003-4018-3799"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Donal Finn","raw_affiliation_strings":["University College Dublin (UCD)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin (UCD)","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5009789270"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":null,"apc_paid":null,"fwci":1.008,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80956792,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"3","issue":"8","first_page":"e1","last_page":"e1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9979000091552734,"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":0.9979000091552734,"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/T11371","display_name":"Wind and Air Flow Studies","score":0.9437000155448914,"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/T12981","display_name":"Conservation Techniques and Studies","score":0.9383999705314636,"subfield":{"id":"https://openalex.org/subfields/1206","display_name":"Conservation"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hvac","display_name":"HVAC","score":0.9378112554550171},{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.7146992087364197},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.7112852334976196},{"id":"https://openalex.org/keywords/building-management-system","display_name":"Building management system","score":0.7054236531257629},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5908543467521667},{"id":"https://openalex.org/keywords/ventilation","display_name":"Ventilation (architecture)","score":0.5482870936393738},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5434277057647705},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.5185040235519409},{"id":"https://openalex.org/keywords/humidity","display_name":"Humidity","score":0.5150318145751953},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.456511527299881},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.4308352470397949},{"id":"https://openalex.org/keywords/thermal","display_name":"Thermal","score":0.42863741517066956},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.41385048627853394},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.32275232672691345},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23980647325515747},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.19338688254356384},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.1564427614212036},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.11219960451126099}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.9378112554550171},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.7146992087364197},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.7112852334976196},{"id":"https://openalex.org/C106527866","wikidata":"https://www.wikidata.org/wiki/Q1489497","display_name":"Building management system","level":3,"score":0.7054236531257629},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5908543467521667},{"id":"https://openalex.org/C200457457","wikidata":"https://www.wikidata.org/wiki/Q584049","display_name":"Ventilation (architecture)","level":2,"score":0.5482870936393738},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5434277057647705},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.5185040235519409},{"id":"https://openalex.org/C151420433","wikidata":"https://www.wikidata.org/wiki/Q180600","display_name":"Humidity","level":2,"score":0.5150318145751953},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.456511527299881},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.4308352470397949},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.42863741517066956},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.41385048627853394},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.32275232672691345},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23980647325515747},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.19338688254356384},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.1564427614212036},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11219960451126099},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"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":2,"locations":[{"id":"doi:10.4108/eai.24-8-2015.2261063","is_oa":true,"landing_page_url":"https://doi.org/10.4108/eai.24-8-2015.2261063","pdf_url":"http://eudl.eu/pdf/10.4108/eai.24-8-2015.2261063","source":{"id":"https://openalex.org/S2738613471","display_name":"EAI Endorsed Transactions on Energy Web","issn_l":"2032-944X","issn":["2032-944X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321145","host_organization_name":"European Alliance for Innovation","host_organization_lineage":["https://openalex.org/P4310321145"],"host_organization_lineage_names":["European Alliance for Innovation"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EAI Endorsed Transactions on Energy Web","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:81fcc2754b5e40c8b93e53cdbf5cf0d9","is_oa":true,"landing_page_url":"https://doaj.org/article/81fcc2754b5e40c8b93e53cdbf5cf0d9","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":"EAI Endorsed Transactions on Energy Web, Vol 3, Iss 8, Pp 1-5 (2016)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.4108/eai.24-8-2015.2261063","is_oa":true,"landing_page_url":"https://doi.org/10.4108/eai.24-8-2015.2261063","pdf_url":"http://eudl.eu/pdf/10.4108/eai.24-8-2015.2261063","source":{"id":"https://openalex.org/S2738613471","display_name":"EAI Endorsed Transactions on Energy Web","issn_l":"2032-944X","issn":["2032-944X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321145","host_organization_name":"European Alliance for Innovation","host_organization_lineage":["https://openalex.org/P4310321145"],"host_organization_lineage_names":["European Alliance for Innovation"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EAI Endorsed Transactions on Energy Web","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8799999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320858","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47"},{"id":"https://openalex.org/F4320321056","display_name":"Irish Research Council","ror":"https://ror.org/051xex213"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2300714376.pdf","grobid_xml":"https://content.openalex.org/works/W2300714376.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W305621135","https://openalex.org/W1971278352","https://openalex.org/W1972571116","https://openalex.org/W1973706763","https://openalex.org/W1997334587","https://openalex.org/W2000548672","https://openalex.org/W2039873724","https://openalex.org/W2060849819","https://openalex.org/W2077593649","https://openalex.org/W2083974252","https://openalex.org/W2114534220","https://openalex.org/W2151593681","https://openalex.org/W2164709595","https://openalex.org/W2251111352","https://openalex.org/W2277377380","https://openalex.org/W3182730020","https://openalex.org/W4243405457","https://openalex.org/W4251481135","https://openalex.org/W7051940348","https://openalex.org/W7065723883"],"related_works":["https://openalex.org/W2357294886","https://openalex.org/W3038059713","https://openalex.org/W4281749375","https://openalex.org/W2079922090","https://openalex.org/W2017084161","https://openalex.org/W4388647520","https://openalex.org/W3046823714","https://openalex.org/W2348218441","https://openalex.org/W4205684936","https://openalex.org/W3021806226"],"abstract_inverted_index":{"Commercial":[0],"buildings":[1,99,119],"incorporate":[2],"Building":[3],"Energy":[4],"Management":[5],"Systems":[6],"(BEMS)":[7],"to":[8,79,125],"monitor":[9],"indoor":[10],"environment":[11],"conditions":[12],"as":[13,15],"well":[14],"controlling":[16],"Heating":[17],"Ventilation":[18],"and":[19,28,53],"Air":[20],"Conditioning":[21],"(HVAC)":[22],"systems.":[23],"Measurements":[24],"of":[25,51,57,97,108,117,129],"temperature,":[26],"humidity":[27],"energy":[29],"consumption":[30],"are":[31,85,123],"typically":[32],"stored":[33],"within":[34],"BEMS.":[35,68],"These":[36],"measurements":[37],"include":[38],"underlying":[39],"information":[40],"regarding":[41],"building":[42,58],"thermal":[43,59],"response,":[44],"which":[45],"is":[46],"crucial":[47],"for":[48],"the":[49,92,106,109,127,130],"calculation":[50],"heating":[52],"cooling":[54],"loads.":[55],"Forecasting":[56],"loads":[60],"can":[61,71,100],"be":[62,72,101],"achieved":[63],"using":[64,103],"data":[65,77,90],"records":[66,78],"from":[67,91],"Accurate":[69],"predictions":[70],"produced":[73],"when":[74,88],"introducing":[75],"these":[76],"data-mining":[80],"predictive":[81,131],"models.":[82,132],"Incomplete":[83],"datasets":[84],"often":[86],"acquired":[87],"extracting":[89],"BEMS;":[93],"hence":[94],"detailed":[95],"representations":[96],"commercial":[98,118],"implemented":[102],"EnergyPlus.":[104],"For":[105],"purposes":[107],"research":[110],"described":[111],"in":[112,120],"this":[113],"paper,":[114],"different":[115],"types":[116],"various":[121],"climates":[122],"examined":[124],"investigate":[126],"scalability":[128]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}