{"id":"https://openalex.org/W4411345896","doi":"https://doi.org/10.1145/3679240.3734592","title":"Online Comfort-Constrained HVAC Control via Feature Transfer","display_name":"Online Comfort-Constrained HVAC Control via Feature Transfer","publication_year":2025,"publication_date":"2025-06-16","ids":{"openalex":"https://openalex.org/W4411345896","doi":"https://doi.org/10.1145/3679240.3734592"},"language":"en","primary_location":{"id":"doi:10.1145/3679240.3734592","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734592","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734592","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":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734592","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001018977","display_name":"Jing Yu","orcid":"https://orcid.org/0000-0003-1318-0189"},"institutions":[{"id":"https://openalex.org/I122411786","display_name":"California Institute of Technology","ror":"https://ror.org/05dxps055","country_code":"US","type":"education","lineage":["https://openalex.org/I122411786"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jing Yu","raw_affiliation_strings":["Computing and Mathematical Sciences, Caltech, Pasadena, California, USA"],"raw_orcid":"https://orcid.org/0000-0003-1318-0189","affiliations":[{"raw_affiliation_string":"Computing and Mathematical Sciences, Caltech, Pasadena, California, USA","institution_ids":["https://openalex.org/I122411786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057389542","display_name":"Tianyu Zhang","orcid":"https://orcid.org/0000-0002-2508-1949"},"institutions":[{"id":"https://openalex.org/I4210103820","display_name":"Autodesk (Canada)","ror":"https://ror.org/01b3dk794","country_code":"CA","type":"company","lineage":["https://openalex.org/I1286353243","https://openalex.org/I4210103820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tianyu Zhang","raw_affiliation_strings":["Autodesk Research, Edmonton, Alberta, Canada"],"raw_orcid":"https://orcid.org/0000-0002-2508-1949","affiliations":[{"raw_affiliation_string":"Autodesk Research, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I4210103820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079048464","display_name":"Omid Ardakanian","orcid":"https://orcid.org/0000-0002-6711-5502"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Omid Ardakanian","raw_affiliation_strings":["Department of Computing Science, University of Alberta, Edmonton, Alberta, Canada"],"raw_orcid":"https://orcid.org/0000-0002-6711-5502","affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Alberta, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062565732","display_name":"Adam Wierman","orcid":"https://orcid.org/0000-0002-5923-0199"},"institutions":[{"id":"https://openalex.org/I122411786","display_name":"California Institute of Technology","ror":"https://ror.org/05dxps055","country_code":"US","type":"education","lineage":["https://openalex.org/I122411786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adam Wierman","raw_affiliation_strings":["Computing and Mathematical Sciences, Caltech, Pasadena, California, USA"],"raw_orcid":"https://orcid.org/0000-0002-5923-0199","affiliations":[{"raw_affiliation_string":"Computing and Mathematical Sciences, Caltech, Pasadena, California, USA","institution_ids":["https://openalex.org/I122411786"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5001018977"],"corresponding_institution_ids":["https://openalex.org/I122411786"],"apc_list":null,"apc_paid":null,"fwci":0.8988,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74242453,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"371","last_page":"384"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9973000288009644,"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":0.9973000288009644,"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":0.9919000267982483,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9032999873161316,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/hvac","display_name":"HVAC","score":0.8028883934020996},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6222701668739319},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48807013034820557},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4770174026489258},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4765532612800598},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2716864347457886},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.20785292983055115},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17139491438865662},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.05730491876602173}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.8028883934020996},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6222701668739319},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48807013034820557},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4770174026489258},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4765532612800598},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2716864347457886},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.20785292983055115},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17139491438865662},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.05730491876602173},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3679240.3734592","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734592","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734592","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"}],"best_oa_location":{"id":"doi:10.1145/3679240.3734592","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3679240.3734592","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3679240.3734592","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":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.6499999761581421}],"awards":[{"id":"https://openalex.org/G7587121458","display_name":null,"funder_award_id":"CCF-2326609, CNS-2146814, CPS-2136197, CNS-2106403","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":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411345896.pdf","grobid_xml":"https://content.openalex.org/works/W4411345896.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1993241146","https://openalex.org/W1995174009","https://openalex.org/W2006859604","https://openalex.org/W2064590975","https://openalex.org/W2106949712","https://openalex.org/W2108623566","https://openalex.org/W2172270388","https://openalex.org/W2789880759","https://openalex.org/W2949558446","https://openalex.org/W2962775887","https://openalex.org/W2964057371","https://openalex.org/W2971266385","https://openalex.org/W2981906852","https://openalex.org/W2985363569","https://openalex.org/W3001440696","https://openalex.org/W3003098876","https://openalex.org/W3011098475","https://openalex.org/W3012548139","https://openalex.org/W3024350433","https://openalex.org/W3036020335","https://openalex.org/W3045702007","https://openalex.org/W3048265338","https://openalex.org/W3090789943","https://openalex.org/W3108446289","https://openalex.org/W3109235893","https://openalex.org/W3161175155","https://openalex.org/W3176993470","https://openalex.org/W3195680291","https://openalex.org/W4205300464","https://openalex.org/W4226494903","https://openalex.org/W4239539940","https://openalex.org/W4283397781","https://openalex.org/W4304807033","https://openalex.org/W4315480006","https://openalex.org/W4320039231","https://openalex.org/W4380046108","https://openalex.org/W4380551543","https://openalex.org/W4380887568","https://openalex.org/W4383108600","https://openalex.org/W4388320594","https://openalex.org/W4391020296"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2112866972","https://openalex.org/W4240233711","https://openalex.org/W2900606913","https://openalex.org/W4320003279","https://openalex.org/W2326910963","https://openalex.org/W3111008797","https://openalex.org/W4392628806"],"abstract_inverted_index":{"Policy":[0],"transfer":[1,59,175],"can":[2],"reduce":[3],"energy":[4,29,65,187],"consumption":[5,66,188],"of":[6,36,64,87,115,146,168,171,180],"the":[7,28,34,45,77,96,113,150,153,165,172],"Heating,":[8],"Ventilation,":[9],"and":[10,67,90,128,162],"Air":[11],"Conditioning":[12],"(HVAC)":[13],"system":[14],"in":[15,44,103,160,184],"a":[16,52,104,131],"target":[17,46,97],"building":[18,98],"without":[19],"requiring":[20],"extensive":[21],"offline":[22],"data":[23,86],"or":[24],"costly":[25],"online":[26,101],"interaction.However,":[27],"savings":[30],"often":[31],"come":[32],"at":[33],"expense":[35],"violating":[37],"constraints,":[38,43,76],"such":[39],"as":[40],"thermal":[41,68,120],"comfort":[42,69,121],"building.In":[47],"this":[48],"paper,":[49],"we":[50,148],"propose":[51],"novel":[53],"approach":[54],"to":[55,94],"augment":[56],"black-box":[57,173],"policy":[58,174],"methods":[60],"for":[61],"simultaneous":[62],"minimization":[63],"constraint":[70,169],"violation.To":[71],"ensure":[72],"compliance":[73],"with":[74],"these":[75,92],"algorithm":[78,151,176],"leverages":[79],"nonlinear":[80],"feature":[81],"functions":[82],"learned":[83],"from":[84],"historical":[85],"source":[88],"buildings":[89],"adapt":[91],"features":[93],"approximate":[95],"dynamics":[99],"via":[100],"learning":[102],"sample":[105],"efficient":[106],"manner.We":[107],"present":[108],"an":[109,178],"upper":[110],"bound":[111],"on":[112,189],"number":[114,167],"time":[116,134],"steps":[117],"during":[118],"which":[119,136],"violations":[122],"may":[123],"occur":[124],"under":[125],"worst-case":[126],"disturbances,":[127],"also":[129],"establish":[130],"finite":[132],"stopping":[133],"beyond":[135],"all":[137],"constraints":[138],"are":[139],"consistently":[140],"met,":[141],"assuming":[142],"certain":[143],"stochastic":[144],"properties":[145],"disturbances.Additionally,":[147],"evaluate":[149],"using":[152],"EnergyPlus":[154],"simulator":[155],"across":[156],"19":[157],"climate":[158],"locations":[159],"January":[161],"July.OCFT":[163],"reduces":[164],"total":[166],"violation":[170],"by":[177],"average":[179],"81.28%":[181],"while":[182],"resulting":[183],"11.23%":[185],"more":[186],"average.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}