{"id":"https://openalex.org/W7164810120","doi":"https://doi.org/10.1145/3810210","title":"JARVIS for HVAC: LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction","display_name":"JARVIS for HVAC: LLM-based Question-Answer Framework for Sensor-driven HVAC System Interaction","publication_year":2026,"publication_date":"2026-06-15","ids":{"openalex":"https://openalex.org/W7164810120","doi":"https://doi.org/10.1145/3810210"},"language":"en","primary_location":{"id":"doi:10.1145/3810210","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3810210","pdf_url":null,"source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"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 ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3810210","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100708045","display_name":"Sungmin Lee","orcid":"https://orcid.org/0000-0002-1711-5969"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]},{"id":"https://openalex.org/I4210131320","display_name":"LG (South Korea)","ror":"https://ror.org/03ddh2c27","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210131320"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sungmin Lee","raw_affiliation_strings":["LG Electronics Inc., Seoul, Republic of Korea","School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-1711-5969","affiliations":[{"raw_affiliation_string":"LG Electronics Inc., Seoul, Republic of Korea","institution_ids":["https://openalex.org/I4210131320"]},{"raw_affiliation_string":"School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624737","display_name":"Joonhee Lee","orcid":"https://orcid.org/0000-0002-6043-6821"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Joonhee Lee","raw_affiliation_strings":["School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0001-0112-8503","affiliations":[{"raw_affiliation_string":"School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124435398","display_name":"Minju Kang","orcid":null},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minju Kang","raw_affiliation_strings":["School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0006-9639-130X","affiliations":[{"raw_affiliation_string":"School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101408508","display_name":"Seungyong Lee","orcid":"https://orcid.org/0000-0002-7348-5454"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]},{"id":"https://openalex.org/I4210131320","display_name":"LG (South Korea)","ror":"https://ror.org/03ddh2c27","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210131320"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seungyong Lee","raw_affiliation_strings":["LG Electronics Inc., Seoul, Republic of Korea","School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0003-7560-7691","affiliations":[{"raw_affiliation_string":"LG Electronics Inc., Seoul, Republic of Korea","institution_ids":["https://openalex.org/I4210131320"]},{"raw_affiliation_string":"School of Integrated Technology and BK21 Graduate Program in Intelligent Semiconductor Technology, College of Computing, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138677559","display_name":"Dongju Kim","orcid":"https://orcid.org/0009-0000-6076-6962"},"institutions":[{"id":"https://openalex.org/I4210131320","display_name":"LG (South Korea)","ror":"https://ror.org/03ddh2c27","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210131320"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dongju Kim","raw_affiliation_strings":["LG Electronics Inc., Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0000-6076-6962","affiliations":[{"raw_affiliation_string":"LG Electronics Inc., Seoul, Republic of Korea","institution_ids":["https://openalex.org/I4210131320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138684981","display_name":"Jingi Hong","orcid":"https://orcid.org/0009-0003-8861-4356"},"institutions":[{"id":"https://openalex.org/I4210131320","display_name":"LG (South Korea)","ror":"https://ror.org/03ddh2c27","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210131320"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jingi Hong","raw_affiliation_strings":["LG Electronics Inc., Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0003-8861-4356","affiliations":[{"raw_affiliation_string":"LG Electronics Inc., Seoul, Republic of Korea","institution_ids":["https://openalex.org/I4210131320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112622312","display_name":"Jun Shin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131320","display_name":"LG (South Korea)","ror":"https://ror.org/03ddh2c27","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210131320"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jun Shin","raw_affiliation_strings":["LG Electronics Inc., Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0002-1021-6342","affiliations":[{"raw_affiliation_string":"LG Electronics Inc., Seoul, Republic of Korea","institution_ids":["https://openalex.org/I4210131320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415694","display_name":"Pei Zhang","orcid":"https://orcid.org/0000-0002-8512-1615"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pei Zhang","raw_affiliation_strings":["Department of EECS, University of Michigan, Ann Arbor, Michigan, USA"],"raw_orcid":"https://orcid.org/0000-0002-8512-1615","affiliations":[{"raw_affiliation_string":"Department of EECS, University of Michigan, Ann Arbor, Michigan, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022122076","display_name":"JeongGil Ko","orcid":"https://orcid.org/0000-0003-0799-4039"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"JeongGil Ko","raw_affiliation_strings":["School of Integrated Technology, College of Computing, Yonsei Univeristy, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-0799-4039","affiliations":[{"raw_affiliation_string":"School of Integrated Technology, College of Computing, Yonsei Univeristy, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.76379211,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"2","first_page":"1","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.24469999969005585,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.24469999969005585,"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"}},{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.10840000212192535,"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"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.0949999988079071,"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":0.7753999829292297},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4997999966144562},{"id":"https://openalex.org/keywords/executor","display_name":"Executor","score":0.45820000767707825},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.4381999969482422},{"id":"https://openalex.org/keywords/data-access","display_name":"Data access","score":0.35910001397132874},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.3248000144958496},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.3098999857902527}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.7753999829292297},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6636999845504761},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4997999966144562},{"id":"https://openalex.org/C180591056","wikidata":"https://www.wikidata.org/wiki/Q654437","display_name":"Executor","level":2,"score":0.45820000767707825},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.4381999969482422},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.35910001397132874},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.3248000144958496},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.30709999799728394},{"id":"https://openalex.org/C56288433","wikidata":"https://www.wikidata.org/wiki/Q58673","display_name":"Data manipulation language","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C510870499","wikidata":"https://www.wikidata.org/wiki/Q47607","display_name":"SQL","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2831999957561493},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.272599995136261},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.2687000036239624},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.2614000141620636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26080000400543213},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.260699987411499},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2574999928474426},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.25290000438690186},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3810210","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3810210","pdf_url":null,"source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"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 ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3810210","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3810210","pdf_url":null,"source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"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 ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4877583492","display_name":null,"funder_award_id":"RS-2024-00428780","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G909664451","display_name":null,"funder_award_id":"RS-2024-00434743","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2988480725","https://openalex.org/W4289598346","https://openalex.org/W4293217028","https://openalex.org/W4387087647","https://openalex.org/W4387909574","https://openalex.org/W4391511999","https://openalex.org/W4393065402","https://openalex.org/W4396986140","https://openalex.org/W4401818274","https://openalex.org/W4402277737","https://openalex.org/W4406447250","https://openalex.org/W4406800520","https://openalex.org/W4408164943","https://openalex.org/W4410068143","https://openalex.org/W4411708273","https://openalex.org/W6969259846","https://openalex.org/W7133211372","https://openalex.org/W7133239970"],"related_works":[],"abstract_inverted_index":{"Question-answering":[0],"(QA)":[1],"interfaces":[2],"powered":[3],"by":[4,162],"large":[5],"language":[6],"models":[7],"(LLMs)":[8],"present":[9,57],"a":[10,60,119,132,156],"promising":[11],"direction":[12],"for":[13,21,66,111],"improving":[14],"interactivity":[15],"with":[16,31,185],"HVAC":[17,32,69,113,153,163],"system":[18,70],"insights,":[19],"particularly":[20],"non-expert":[22],"users.":[23],"However,":[24],"enabling":[25],"accurate,":[26],"real-time,":[27],"and":[28,49,85,95,114,123,130,155,172,189,195,202],"context-aware":[29],"interactions":[30],"systems":[33,154],"introduces":[34],"unique":[35],"challenges,":[36,102],"including":[37],"the":[38],"integration":[39],"of":[40],"frequently":[41],"updated":[42],"long-term":[43],"sensor":[44,67],"data,":[45],"domain-specific":[46],"knowledge":[47],"grounding,":[48],"coherent":[50],"multi-stage":[51,140],"reasoning.":[52],"In":[53],"this":[54],"paper,":[55],"we":[56],"JARVIS":[58,72,103,145,181],",":[59],"two-stage":[61],"LLM-based":[62],"QA":[63,159],"framework":[64],"tailored":[65],"data-driven":[68],"interaction.":[71],"employs":[73],"an":[74,86,106],"Expert-LLM":[75],"to":[76,125,136,165],"translate":[77],"high-level":[78],"user":[79],"queries":[80],"into":[81],"structured":[82],"execution":[83],"instructions,":[84],"Agent":[87],"that":[88,180],"performs":[89],"SQL-based":[90],"data":[91,127,148],"retrieval,":[92],"statistical":[93],"processing,":[94],"final":[96],"response":[97,141,200],"generation.":[98,142],"To":[99],"address":[100],"HVAC-specific":[101],"integrates":[104],"(1)":[105],"adaptive":[107],"context":[108],"injection":[109],"strategy":[110],"efficient":[112],"deployment-specific":[115],"information":[116],"integration,":[117],"(2)":[118],"parameterized":[120],"SQL":[121],"builder":[122],"executor":[124],"improve":[126],"access":[128],"reliability,":[129],"(3)":[131],"bottom-up":[133],"planning":[134],"scheme":[135],"ensure":[137],"consistency":[138],"across":[139,175],"We":[143],"evaluate":[144],"using":[146],"real-world":[147],"collected":[149],"from":[150],"two":[151],"commercial":[152],"ground":[157],"truth":[158],"dataset":[160],"curated":[161],"experts":[164],"demonstrate":[166],"its":[167],"effectiveness":[168],"in":[169,192],"delivering":[170],"accurate":[171],"interpretable":[173],"responses":[174],"diverse":[176],"queries.":[177],"Results":[178],"show":[179],"outperforms":[182],"baseline":[183],"implemented":[184],"modern":[186],"off-the-shelf":[187],"LLMs":[188],"ablation":[190],"variants":[191],"both":[193],"automated":[194],"user-centered":[196],"assessments,":[197],"achieving":[198],"high":[199],"quality":[201],"accuracy.":[203]},"counts_by_year":[],"updated_date":"2026-06-17T06:14:20.161405","created_date":"2026-06-16T00:00:00"}
