{"id":"https://openalex.org/W4310881744","doi":"https://doi.org/10.1145/3563357.3564068","title":"Integrated MPC-ILC control design for thermal control of a large-scale multi-zone building HVAC system","display_name":"Integrated MPC-ILC control design for thermal control of a large-scale multi-zone building HVAC system","publication_year":2022,"publication_date":"2022-11-09","ids":{"openalex":"https://openalex.org/W4310881744","doi":"https://doi.org/10.1145/3563357.3564068"},"language":"en","primary_location":{"id":"doi:10.1145/3563357.3564068","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3563357.3564068","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101673087","display_name":"Wei Liang","orcid":"https://orcid.org/0000-0002-4559-6982"},"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":true,"raw_author_name":"Wei Liang","raw_affiliation_strings":["Carnegie Mellon University"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062482073","display_name":"Sizhe Ma","orcid":null},"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":"Sizhe Ma","raw_affiliation_strings":["Carnegie Mellon University"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060208974","display_name":"Erica Cochran","orcid":null},"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":"Erica Cochran","raw_affiliation_strings":["Carnegie Mellon University"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043561783","display_name":"Katherine A. Flanigan","orcid":"https://orcid.org/0000-0002-2454-5713"},"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":"Katherine A. Flanigan","raw_affiliation_strings":["Carnegie Mellon University"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101673087"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":0.1205,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43059992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"129","last_page":"138"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11749","display_name":"Iterative Learning Control Systems","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T11749","display_name":"Iterative Learning Control Systems","score":0.9990000128746033,"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9897000193595886,"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":0.9775000214576721,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hvac","display_name":"HVAC","score":0.9401581287384033},{"id":"https://openalex.org/keywords/setpoint","display_name":"Setpoint","score":0.855365514755249},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5727692246437073},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.5685206055641174},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.5476109981536865},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4665771424770355},{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.4525359272956848},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.4469809830188751},{"id":"https://openalex.org/keywords/fan-coil-unit","display_name":"Fan coil unit","score":0.44620224833488464},{"id":"https://openalex.org/keywords/variable-air-volume","display_name":"Variable air volume","score":0.44192349910736084},{"id":"https://openalex.org/keywords/control-system","display_name":"Control system","score":0.43180951476097107},{"id":"https://openalex.org/keywords/iterative-learning-control","display_name":"Iterative learning control","score":0.42997342348098755},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42251861095428467},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.40996527671813965},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.3929288387298584},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.2293890118598938},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.09494179487228394},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.07658937573432922}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.9401581287384033},{"id":"https://openalex.org/C12302492","wikidata":"https://www.wikidata.org/wiki/Q1752097","display_name":"Setpoint","level":2,"score":0.855365514755249},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5727692246437073},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.5685206055641174},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.5476109981536865},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4665771424770355},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.4525359272956848},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.4469809830188751},{"id":"https://openalex.org/C164134686","wikidata":"https://www.wikidata.org/wiki/Q2472061","display_name":"Fan coil unit","level":3,"score":0.44620224833488464},{"id":"https://openalex.org/C51176869","wikidata":"https://www.wikidata.org/wiki/Q7915706","display_name":"Variable air volume","level":3,"score":0.44192349910736084},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.43180951476097107},{"id":"https://openalex.org/C117619785","wikidata":"https://www.wikidata.org/wiki/Q6094414","display_name":"Iterative learning control","level":3,"score":0.42997342348098755},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42251861095428467},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.40996527671813965},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.3929288387298584},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2293890118598938},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.09494179487228394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.07658937573432922},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3563357.3564068","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3563357.3564068","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G6541010989","display_name":null,"funder_award_id":"AWD00001478","funder_id":"https://openalex.org/F4320332447","funder_display_name":"U.S. Army"}],"funders":[{"id":"https://openalex.org/F4320332447","display_name":"U.S. Army","ror":"https://ror.org/00afsp483"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W245067504","https://openalex.org/W600442001","https://openalex.org/W1480610080","https://openalex.org/W1535260033","https://openalex.org/W1982112004","https://openalex.org/W1986437108","https://openalex.org/W1997120488","https://openalex.org/W2041242313","https://openalex.org/W2053431623","https://openalex.org/W2068956724","https://openalex.org/W2079761644","https://openalex.org/W2082240046","https://openalex.org/W2083974252","https://openalex.org/W2085008954","https://openalex.org/W2085147758","https://openalex.org/W2088248100","https://openalex.org/W2090427883","https://openalex.org/W2100844875","https://openalex.org/W2124938974","https://openalex.org/W2159038290","https://openalex.org/W2329367870","https://openalex.org/W2501490139","https://openalex.org/W2503559937","https://openalex.org/W2525278498","https://openalex.org/W2526615092","https://openalex.org/W2750928417","https://openalex.org/W2766286006","https://openalex.org/W2793684890","https://openalex.org/W2895480859","https://openalex.org/W2899044203","https://openalex.org/W2912051718","https://openalex.org/W2912078730","https://openalex.org/W2962713028","https://openalex.org/W3082102459","https://openalex.org/W3155387009","https://openalex.org/W4200503332","https://openalex.org/W4251582228","https://openalex.org/W4256217162"],"related_works":["https://openalex.org/W2035131858","https://openalex.org/W2087083057","https://openalex.org/W150519382","https://openalex.org/W2616917605","https://openalex.org/W2999866606","https://openalex.org/W2053123345","https://openalex.org/W3011682053","https://openalex.org/W2017555254","https://openalex.org/W2496890704","https://openalex.org/W2091492369"],"abstract_inverted_index":{"With":[0],"building":[1,32,68,81,93],"heating,":[2],"ventilation,":[3],"and":[4,26,52,139,167,205],"air":[5,149],"conditioning":[6],"(HVAC)":[7],"systems":[8,34,83,112,152],"accounting":[9],"for":[10,31,43,66,80,143],"20%":[11],"of":[12,74,107,116,125,146,159,169,198,210],"the":[13,17,72,105,114,192,199],"energy":[14,37,94],"consumption":[15,38],"in":[16,177,221],"United":[18],"States,":[19],"there":[20,99],"is":[21],"a":[22,63,122,211],"need":[23,127],"to":[24,48,128],"develop":[25],"implement":[27],"optimal":[28],"control":[29,57,141,203],"strategies":[30],"HVAC":[33,69,82,111],"that":[35,190],"reduce":[36],"while":[39],"achieving":[40],"thermal":[41,90],"comfort":[42],"users.":[44],"Given":[45],"its":[46,175],"ability":[47],"handle":[49],"model":[50,136,193,195],"discrepancies":[51],"repetitive":[53],"disturbances,":[54],"iterative":[55],"learning":[56],"(ILC)":[58],"has":[59,84,100],"been":[60,85,101],"introduced":[61],"as":[62,182],"feasible":[64],"approach":[65,163],"controlling":[67],"systems.":[70,185],"However,":[71],"majority":[73],"previous":[75],"research":[76],"on":[77,109,154],"ILC":[78,108,117,140],"design":[79],"conducted":[86],"either":[87],"using":[88],"estimated":[89],"parameters":[91],"or":[92],"simulation":[95],"engines.":[96],"In":[97],"addition,":[98],"limited":[102],"progress":[103],"toward":[104],"application":[106],"large-scale":[110,147,183],"because":[113],"effectiveness":[115],"can":[118],"be":[119,129],"intractable":[120],"where":[121],"large":[123],"number":[124],"zones":[126],"controlled.":[130],"This":[131],"paper":[132],"proposes":[133],"an":[134,160,222],"integrated":[135,161,201],"predictive":[137],"(MPC)":[138],"strategy":[142],"temperature":[144,171],"regulation":[145],"variable":[148],"volume":[150],"(VAV)":[151],"based":[153],"real-world":[155],"data.":[156],"The":[157],"use":[158],"MPC-ILC":[162,202],"achieves":[164],"faster":[165],"convergence":[166,208],"traceability":[168],"room":[170],"setpoint,":[172],"which":[173],"facilitates":[174],"implementation":[176,197],"more":[178],"complex":[179],"systems,":[180],"such":[181],"VAV":[184,214],"Numerical":[186],"results":[187],"are":[188],"provided":[189],"illustrate":[191],"identification,":[194],"validation,":[196],"proposed":[200],"strategy,":[204],"resulting":[206],"fast":[207],"property":[209],"thirty-two":[212],"zone":[213],"reheat":[215],"system":[216],"with":[217],"extensive":[218],"measurements":[219],"taken":[220],"office":[223],"building.":[224]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
