{"id":"https://openalex.org/W4406793412","doi":"https://doi.org/10.1145/3679240.3734589","title":"GenTL: A General Transfer Learning Model for Building Thermal Dynamics","display_name":"GenTL: A General Transfer Learning Model for Building Thermal Dynamics","publication_year":2025,"publication_date":"2025-06-16","ids":{"openalex":"https://openalex.org/W4406793412","doi":"https://doi.org/10.1145/3679240.3734589"},"language":"en","primary_location":{"id":"doi:10.1145/3679240.3734589","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734589","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734589","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734589","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116019670","display_name":"Fabian Raisch","orcid":"https://orcid.org/0000-0003-1869-9801"},"institutions":[{"id":"https://openalex.org/I4210142109","display_name":"Rosenheim Technical University of Applied Sciences","ror":"https://ror.org/03hbmgt12","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210142109"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Raisch","raw_affiliation_strings":["Technical University of Applied Sciences Rosenheim, Rosenheim, Germany and Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1869-9801","affiliations":[{"raw_affiliation_string":"Technical University of Applied Sciences Rosenheim, Rosenheim, Germany and Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I4210142109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116019671","display_name":"Thomas Krug","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142109","display_name":"Rosenheim Technical University of Applied Sciences","ror":"https://ror.org/03hbmgt12","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210142109"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Krug","raw_affiliation_strings":["Technical University of Applied Sciences Rosenheim, Rosenheim, Germany and Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0009-0000-4907-1254","affiliations":[{"raw_affiliation_string":"Technical University of Applied Sciences Rosenheim, Rosenheim, Germany and Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I4210142109"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Christoph Goebel","orcid":"https://orcid.org/0000-0002-5756-6983"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Goebel","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5756-6983","affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116019672","display_name":"Benjamin Tischler","orcid":"https://orcid.org/0000-0002-6274-8036"},"institutions":[{"id":"https://openalex.org/I4210142109","display_name":"Rosenheim Technical University of Applied Sciences","ror":"https://ror.org/03hbmgt12","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210142109"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benjamin Tischler","raw_affiliation_strings":["Technical University of Applied Sciences Rosenheim, Rosenheim, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6274-8036","affiliations":[{"raw_affiliation_string":"Technical University of Applied Sciences Rosenheim, Rosenheim, Germany","institution_ids":["https://openalex.org/I4210142109"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.6298,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.99152154,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"322","last_page":"333"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.550000011920929,"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":0.550000011920929,"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/T10320","display_name":"Neural Networks and Applications","score":0.5091000199317932,"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/dynamics","display_name":"Dynamics (music)","score":0.6076713800430298},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5074676871299744},{"id":"https://openalex.org/keywords/thermal","display_name":"Thermal","score":0.45937880873680115},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37128734588623047},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.34842169284820557},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.19431477785110474},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19248613715171814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18520405888557434},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1592700481414795},{"id":"https://openalex.org/keywords/thermodynamics","display_name":"Thermodynamics","score":0.15038511157035828},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.14187702536582947}],"concepts":[{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.6076713800430298},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5074676871299744},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.45937880873680115},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37128734588623047},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.34842169284820557},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.19431477785110474},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19248613715171814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18520405888557434},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1592700481414795},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.15038511157035828},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.14187702536582947}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3679240.3734589","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734589","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734589","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2501.13703","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2501.13703","pdf_url":"https://arxiv.org/pdf/2501.13703","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2501.13703","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2501.13703","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1145/3679240.3734589","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734589","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734589","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406793412.pdf","grobid_xml":"https://content.openalex.org/works/W4406793412.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2949676527","https://openalex.org/W2107857712","https://openalex.org/W2525433665","https://openalex.org/W2997051579","https://openalex.org/W4361026914","https://openalex.org/W4381849574","https://openalex.org/W3090789943","https://openalex.org/W3197822946","https://openalex.org/W3199850541","https://openalex.org/W2532006013","https://openalex.org/W2291521358","https://openalex.org/W3009029742","https://openalex.org/W4389993073","https://openalex.org/W4321180172","https://openalex.org/W3094324443","https://openalex.org/W2375521046","https://openalex.org/W3021449555","https://openalex.org/W3212993326","https://openalex.org/W4298325901","https://openalex.org/W4206696802","https://openalex.org/W2792046648","https://openalex.org/W2064675550","https://openalex.org/W2971992476","https://openalex.org/W4312159342","https://openalex.org/W4230843088","https://openalex.org/W2011938518","https://openalex.org/W4289755410"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Transfer":[0],"learning":[1,82,118],"(TL)":[2],"is":[3,57,70,101],"an":[4,159],"emerging":[5],"field":[6],"in":[7,87],"modeling":[8],"building":[9,24],"thermal":[10],"dynamics.This":[11],"method":[12],"reduces":[13],"the":[14,34,54,121,142,147],"data":[15,111],"required":[16],"for":[17,43,67,84,123,132,156],"a":[18,22,29,68,74,79,95,104,129],"data-driven":[19],"model":[20,83,119],"of":[21,36,53,98,146,165],"target":[23,69,99,154],"by":[25,126],"leveraging":[26],"knowledge":[27],"from":[28,112],"source":[30,131],"building.Consequently,":[31],"it":[32,72],"enables":[33],"creation":[35],"data-efficient":[37],"models":[38],"that":[39],"can":[40,90],"be":[41,91],"used":[42],"advanced":[44],"control":[45],"and":[46,144],"fault":[47],"detection":[48],"&":[49],"diagnosis.A":[50],"major":[51],"limitation":[52],"TL":[55,140],"approach":[56],"its":[58],"inconsistent":[59],"performance":[60],"across":[61],"different":[62,114],"sources.Although":[63],"accurate":[64],"source-building":[65,124],"selection":[66,125],"crucial,":[71],"remains":[73],"persistent":[75],"challenge.We":[76],"present":[77],"GenTL,":[78],"general":[80,116,148],"transfer":[81,117],"singlefamily":[85],"houses":[86],"Central":[88],"Europe.GenTL":[89],"efficiently":[92],"finetuned":[93],"to":[94,138,168],"large":[96],"variety":[97],"buildings.It":[100],"pretrained":[102],"on":[103,152],"Long":[105],"Short-Term":[106],"Memory":[107],"(LSTM)":[108],"network":[109],"with":[110,135],"450":[113],"buildings.The":[115],"eliminates":[120],"need":[122],"serving":[127],"as":[128],"universal":[130],"fine-tuning.Comparative":[133],"analysis":[134],"conventional":[136],"single-source":[137],"single-target":[139],"demonstrates":[141],"efficacy":[143],"reliability":[145],"pretraining":[149],"approach.Testing":[150],"GenTL":[151],"144":[153],"buildings":[155],"fine-tuning":[157,169],"reveals":[158],"average":[160],"prediction":[161],"error":[162],"(RMSE)":[163],"reduction":[164],"42.1%":[166],"compared":[167],"singlesource":[170],"models.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":5}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-01-25T00:00:00"}