{"id":"https://openalex.org/W7164879124","doi":"https://doi.org/10.1145/3744255.3811745","title":"ThermoStill: Distilling Time Series Foundation Model into Thermal Dynamics Model for HVAC Model Predictive Control","display_name":"ThermoStill: Distilling Time Series Foundation Model into Thermal Dynamics Model for HVAC Model Predictive Control","publication_year":2026,"publication_date":"2026-06-16","ids":{"openalex":"https://openalex.org/W7164879124","doi":"https://doi.org/10.1145/3744255.3811745"},"language":null,"primary_location":{"id":"doi:10.1145/3744255.3811745","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744255.3811745","pdf_url":null,"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 17th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3744255.3811745","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101604248","display_name":"Rui Liang","orcid":"https://orcid.org/0009-0005-6109-3049"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Rui Liang","raw_affiliation_strings":["The Hong Kong Polytechnic University, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0005-6109-3049","affiliations":[{"raw_affiliation_string":"The Hong Kong Polytechnic University, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044266382","display_name":"Yang Deng","orcid":"https://orcid.org/0000-0002-9822-3346"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yang Deng","raw_affiliation_strings":["The Hong Kong Polytechnic University, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-9822-3346","affiliations":[{"raw_affiliation_string":"The Hong Kong Polytechnic University, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005928577","display_name":"Yaohui Liu","orcid":"https://orcid.org/0009-0009-5564-4624"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yaohui Liu","raw_affiliation_strings":["The Hong Kong Polytechnic University, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0009-5564-4624","affiliations":[{"raw_affiliation_string":"The Hong Kong Polytechnic University, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026485701","display_name":"Dafang Zhao","orcid":"https://orcid.org/0000-0001-8107-4260"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dafang Zhao","raw_affiliation_strings":["The University of Osaka, Osaka, Japan"],"raw_orcid":"https://orcid.org/0000-0001-8107-4260","affiliations":[{"raw_affiliation_string":"The University of Osaka, Osaka, Japan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093192090","display_name":"Ozan Baris Mulayim","orcid":"https://orcid.org/0009-0004-5302-0352"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ozan Baris Mulayim","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA"],"raw_orcid":"https://orcid.org/0009-0004-5302-0352","affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050838950","display_name":"Ittetsu Taniguchi","orcid":"https://orcid.org/0000-0002-7843-5907"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ittetsu Taniguchi","raw_affiliation_strings":["The University of Osaka, Osaka, Japan"],"raw_orcid":"https://orcid.org/0000-0002-7843-5907","affiliations":[{"raw_affiliation_string":"The University of Osaka, Osaka, Japan","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100411794","display_name":"Dan Wang","orcid":"https://orcid.org/0000-0002-0921-2726"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Dan Wang","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-0921-2726","affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"636","last_page":"651"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.7135999798774719,"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":0.7135999798774719,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.10289999842643738,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T11206","display_name":"Model Reduction and Neural Networks","score":0.03929999843239784,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hvac","display_name":"HVAC","score":0.6146000027656555},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.5960999727249146},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"System dynamics","score":0.5404999852180481},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.5277000069618225},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.51910001039505},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.38109999895095825},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.3343000113964081},{"id":"https://openalex.org/keywords/bounded-function","display_name":"Bounded function","score":0.32440000772476196}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.6146000027656555},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.5960999727249146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5864999890327454},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.5404999852180481},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.5277000069618225},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.51910001039505},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.4650999903678894},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.38109999895095825},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3614000082015991},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.3343000113964081},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.32440000772476196},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.32109999656677246},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.31060001254081726},{"id":"https://openalex.org/C76969082","wikidata":"https://www.wikidata.org/wiki/Q486902","display_name":"Mathematical model","level":2,"score":0.2849999964237213},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C2777851325","wikidata":"https://www.wikidata.org/wiki/Q7094102","display_name":"Online model","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3744255.3811745","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744255.3811745","pdf_url":null,"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 17th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3744255.3811745","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744255.3811745","pdf_url":null,"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 17th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W2040640105","https://openalex.org/W2792640994","https://openalex.org/W2883362962","https://openalex.org/W2925206436","https://openalex.org/W2937408455","https://openalex.org/W2964399403","https://openalex.org/W2996834012","https://openalex.org/W3033418479","https://openalex.org/W3034368386","https://openalex.org/W3045672834","https://openalex.org/W3090789943","https://openalex.org/W3110846353","https://openalex.org/W3209188603","https://openalex.org/W4205772176","https://openalex.org/W4214759040","https://openalex.org/W4220711340","https://openalex.org/W4224927203","https://openalex.org/W4225158795","https://openalex.org/W4285506813","https://openalex.org/W4306411322","https://openalex.org/W4367598663","https://openalex.org/W4382203079","https://openalex.org/W4382458595","https://openalex.org/W4386159907","https://openalex.org/W4387011150","https://openalex.org/W4387742538","https://openalex.org/W4389879657","https://openalex.org/W4389993073","https://openalex.org/W4393177791","https://openalex.org/W4399732787","https://openalex.org/W4401190643","https://openalex.org/W4403886275","https://openalex.org/W4404036943","https://openalex.org/W4406291174","https://openalex.org/W4406668058","https://openalex.org/W4406793412","https://openalex.org/W4406817400","https://openalex.org/W4409158620","https://openalex.org/W4409346539","https://openalex.org/W4409364103","https://openalex.org/W4409798165","https://openalex.org/W4410824660","https://openalex.org/W4411345861","https://openalex.org/W4411345888","https://openalex.org/W4411345899","https://openalex.org/W4412433336","https://openalex.org/W4413046755","https://openalex.org/W4413051491","https://openalex.org/W4414307065","https://openalex.org/W4414360437","https://openalex.org/W4415795585","https://openalex.org/W4416016794","https://openalex.org/W4416107873","https://openalex.org/W4416132599","https://openalex.org/W4416536063","https://openalex.org/W7106584184","https://openalex.org/W7133241461"],"related_works":[],"abstract_inverted_index":{"Model":[0],"predictive":[1],"control":[2],"(MPC)":[3],"is":[4,47],"a":[5,76],"widely":[6],"adopted":[7],"paradigm":[8],"for":[9],"building":[10],"HVAC":[11,110],"operation":[12],"optimization,":[13],"and":[14],"its":[15],"effectiveness":[16],"critically":[17],"depends":[18],"on":[19],"an":[20],"accurate":[21],"thermal":[22,92],"dynamics":[23,50,93],"model.":[24],"Although":[25],"numerous":[26],"modeling":[27,94],"approaches":[28],"have":[29],"been":[30],"proposed":[31],"to":[32,63,108],"improve":[33],"prediction":[34],"performance,":[35],"they":[36],"remain":[37],"fundamentally":[38],"constrained":[39],"by":[40,54,79],"limited":[41],"knowledge":[42,82,101],"coverage.":[43],"The":[44],"main":[45],"reason":[46],"that":[48],"learned":[49,83],"are":[51],"often":[52],"bounded":[53],"the":[55,96],"scope":[56],"of":[57,98],"available":[58],"data,":[59],"making":[60],"it":[61],"difficult":[62],"support":[64,109],"diverse":[65],"operating":[66],"conditions.":[67],"Recent":[68],"advances":[69],"in":[70],"large":[71],"pre-trained":[72],"foundation":[73],"models":[74],"offer":[75],"new":[77],"perspective":[78],"providing":[80],"ready-made":[81],"from":[84,95,102],"large-scale":[85],"corpora.":[86],"In":[87],"this":[88],"work,":[89],"we":[90],"revisit":[91],"viewpoint":[97],"extracting":[99],"useful":[100],"Time":[103],"Series":[104],"Foundation":[105],"Models":[106],"(TSFMs)":[107],"control.":[111]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-06-17T00:00:00"}