{"id":"https://openalex.org/W4402905979","doi":"https://doi.org/10.1016/j.enbuild.2024.114853","title":"Physics-Informed Ensemble Learning with Residual Modeling for Enhanced Building Energy Prediction","display_name":"Physics-Informed Ensemble Learning with Residual Modeling for Enhanced Building Energy Prediction","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402905979","doi":"https://doi.org/10.1016/j.enbuild.2024.114853"},"language":"en","primary_location":{"id":"doi:10.1016/j.enbuild.2024.114853","doi":"https://doi.org/10.1016/j.enbuild.2024.114853","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.enbuild.2024.114853","pdf_url":null,"source":{"id":"https://openalex.org/S6846437","display_name":"Energy and Buildings","issn_l":"0378-7788","issn":["0378-7788","1872-6178"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Energy and Buildings","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.1016/j.enbuild.2024.114853","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101999680","display_name":"Zhihao Ma","orcid":"https://orcid.org/0000-0001-7831-389X","observed_orcids":["https://orcid.org/0000-0001-7831-389X","https://orcid.org/0009-0005-7299-0685"]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhihao Ma","raw_affiliation_strings":["Department of Civil and Environmental Engineering, The University of Utah, Salt Lake City, UT 84102, USA"],"raw_orcid":"https://orcid.org/0000-0001-7831-389X","affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, The University of Utah, Salt Lake City, UT 84102, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Gang Jiang","orcid":"https://orcid.org/0009-0009-3692-3310","observed_orcids":["https://orcid.org/0009-0009-3692-3310"]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gang Jiang","raw_affiliation_strings":["Department of Civil and Environmental Engineering, The University of Utah, Salt Lake City, UT 84102, USA"],"raw_orcid":"https://orcid.org/0009-0009-3692-3310","affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, The University of Utah, Salt Lake City, UT 84102, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101854579","display_name":"Jianli Chen","orcid":"https://orcid.org/0000-0001-7106-7833","observed_orcids":["https://orcid.org/0000-0001-7106-7833"]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jianli Chen","raw_affiliation_strings":["Department of Civil and Environmental Engineering, The University of Utah, Salt Lake City, UT 84102, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, The University of Utah, Salt Lake City, UT 84102, USA","institution_ids":["https://openalex.org/I223532165"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101854579"],"corresponding_institution_ids":["https://openalex.org/I223532165"],"apc_list":{"value":4180,"currency":"USD","value_usd":4180},"apc_paid":null,"fwci":8.3184,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.98601003,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"323","issue":null,"first_page":"114853","last_page":"114853"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9994999766349792,"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":0.9994999766349792,"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/T11052","display_name":"Energy Load and Power Forecasting","score":9.999999747378752e-05,"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/T11185","display_name":"Integrated Energy Systems Optimization","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/building-energy-consumption-prediction","display_name":"building energy consumption prediction","score":0.968999981880188},{"id":"https://openalex.org/keywords/residual-modeling","display_name":"residual modeling","score":0.9980000257492065},{"id":"https://openalex.org/keywords/occupant-behavior","display_name":"occupant behavior","score":0.7239999771118164},{"id":"https://openalex.org/keywords/energyplus","display_name":"EnergyPlus","score":0.7829999923706055},{"id":"https://openalex.org/keywords/reduced-complexity-models","display_name":"reduced-complexity models","score":0.718999981880188},{"id":"https://openalex.org/keywords/hybrid-physics-data-driven-modeling","display_name":"hybrid physics-data models","score":0.6589999794960022}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6911996603012085},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5620274543762207},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4858824610710144},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.48219695687294006},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41081905364990234},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40884989500045776},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3797783851623535},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.335965633392334},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3302256464958191},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.18153074383735657},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1768874228000641},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12749594449996948}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.enbuild.2024.114853","doi":"https://doi.org/10.1016/j.enbuild.2024.114853","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.enbuild.2024.114853","pdf_url":null,"source":{"id":"https://openalex.org/S6846437","display_name":"Energy and Buildings","issn_l":"0378-7788","issn":["0378-7788","1872-6178"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Energy and Buildings","raw_type":"journal-article"},{"id":"doi:10.2139/ssrn.4885240","doi":"https://doi.org/10.2139/ssrn.4885240","is_oa":true,"landing_page_url":"http://doi.org/10.2139/ssrn.4885240","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.1016/j.enbuild.2024.114853","doi":"https://doi.org/10.1016/j.enbuild.2024.114853","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.enbuild.2024.114853","pdf_url":null,"source":{"id":"https://openalex.org/S6846437","display_name":"Energy and Buildings","issn_l":"0378-7788","issn":["0378-7788","1872-6178"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Energy and Buildings","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.878000020980835,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"},{"score":0.5351999998092651,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"},{"score":0.47999998927116394,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G8771272158","display_name":"Elements: A Convergent Physics-based and Data-driven Computing Platform for Building Modeling","funder_award_id":"2311685","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1520273806","https://openalex.org/W1619614355","https://openalex.org/W1965345917","https://openalex.org/W1982968913","https://openalex.org/W2000548672","https://openalex.org/W2002348443","https://openalex.org/W2002954424","https://openalex.org/W2026041010","https://openalex.org/W2050299018","https://openalex.org/W2055742411","https://openalex.org/W2058890811","https://openalex.org/W2069304223","https://openalex.org/W2095733044","https://openalex.org/W2108152153","https://openalex.org/W2175143722","https://openalex.org/W2203837178","https://openalex.org/W2228694131","https://openalex.org/W2575987583","https://openalex.org/W2592453717","https://openalex.org/W2615362055","https://openalex.org/W2776741657","https://openalex.org/W2780551083","https://openalex.org/W2802491896","https://openalex.org/W2887550916","https://openalex.org/W2899714726","https://openalex.org/W2903925216","https://openalex.org/W2912485210","https://openalex.org/W2936343203","https://openalex.org/W2950981708","https://openalex.org/W2961951330","https://openalex.org/W2969295906","https://openalex.org/W2990206251","https://openalex.org/W2996374824","https://openalex.org/W3005448318","https://openalex.org/W3008919590","https://openalex.org/W3021900882","https://openalex.org/W3022900533","https://openalex.org/W3046695752","https://openalex.org/W3119073392","https://openalex.org/W3122220845","https://openalex.org/W3128162446","https://openalex.org/W3158049794","https://openalex.org/W3163993681","https://openalex.org/W3193849607","https://openalex.org/W3202441821","https://openalex.org/W3206913269","https://openalex.org/W3217665937","https://openalex.org/W4206807028","https://openalex.org/W4210267838","https://openalex.org/W4220699563","https://openalex.org/W4224312056","https://openalex.org/W4226376401","https://openalex.org/W4234701223","https://openalex.org/W4252585263","https://openalex.org/W4281263278","https://openalex.org/W4292551110","https://openalex.org/W4293167389","https://openalex.org/W4294591055","https://openalex.org/W4296337472","https://openalex.org/W4309564101","https://openalex.org/W4321180172","https://openalex.org/W4367300085","https://openalex.org/W4367598663","https://openalex.org/W4368373874","https://openalex.org/W4382312502","https://openalex.org/W4385766883","https://openalex.org/W4388274803","https://openalex.org/W4392877260","https://openalex.org/W4399373622","https://openalex.org/W4399916322","https://openalex.org/W4402294455"],"related_works":["https://openalex.org/W4404625880","https://openalex.org/W4399620554","https://openalex.org/W2767695914","https://openalex.org/W7165357828","https://openalex.org/W4289524077","https://openalex.org/W4411965682","https://openalex.org/W7055262436","https://openalex.org/W3095427017","https://openalex.org/W4403907451","https://openalex.org/W4403001652"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":28},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-02T09:45:03.842371","created_date":"2024-09-27T00:00:00"}