{"id":"https://openalex.org/W4319983345","doi":"https://doi.org/10.37190/ord220401","title":"Supervisory optimal control using machine learning for building thermal comfort","display_name":"Supervisory optimal control using machine learning for building thermal comfort","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4319983345","doi":"https://doi.org/10.37190/ord220401"},"language":"en","primary_location":{"id":"doi:10.37190/ord220401","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord220401","pdf_url":"https://doi.org/10.37190/ord220401","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.37190/ord220401","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047384926","display_name":"Shokhjakhon Abdufattokhov","orcid":"https://orcid.org/0000-0001-7144-5160"},"institutions":[{"id":"https://openalex.org/I4210142780","display_name":"Turin Polytechnic University","ror":"https://ror.org/042xrxv40","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4210142780"]}],"countries":["UZ"],"is_corresponding":true,"raw_author_name":"Shokhjakhon Abdufattokhov","raw_affiliation_strings":["Department of Automatic Control and Computer Engineering , Turin Polytechnic University in Tashkent , Tashkent , Uzbekistan","Department of Automatic Control and Computer Engineering, Turin Polytechnic University in Tashkent, Tashkent, Uzbekistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automatic Control and Computer Engineering , Turin Polytechnic University in Tashkent , Tashkent , Uzbekistan","institution_ids":["https://openalex.org/I4210142780"]},{"raw_affiliation_string":"Department of Automatic Control and Computer Engineering, Turin Polytechnic University in Tashkent, Tashkent, Uzbekistan","institution_ids":["https://openalex.org/I4210142780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054065983","display_name":"Nurilla Mahamatov","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142780","display_name":"Turin Polytechnic University","ror":"https://ror.org/042xrxv40","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4210142780"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Nurilla Mahamatov","raw_affiliation_strings":["Department of Automatic Control and Computer Engineering , Turin Polytechnic University in Tashkent , Tashkent , Uzbekistan","Department of Automatic Control and Computer Engineering, Turin Polytechnic University in Tashkent, Tashkent, Uzbekistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automatic Control and Computer Engineering , Turin Polytechnic University in Tashkent , Tashkent , Uzbekistan","institution_ids":["https://openalex.org/I4210142780"]},{"raw_affiliation_string":"Department of Automatic Control and Computer Engineering, Turin Polytechnic University in Tashkent, Tashkent, Uzbekistan","institution_ids":["https://openalex.org/I4210142780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089364748","display_name":"Kamila Ibragimova","orcid":null},"institutions":[{"id":"https://openalex.org/I21256249","display_name":"Tashkent University of Information Technology","ror":"https://ror.org/05987a729","country_code":"UZ","type":"education","lineage":["https://openalex.org/I21256249"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Kamila Ibragimova","raw_affiliation_strings":["Department of Computer Engineering , Tashkent University of Information Technologies , Tashkent , Uzbekistan","Department of Computer Engineering, Tashkent University of Information Technologies, Tashkent, Uzbekistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering , Tashkent University of Information Technologies , Tashkent , Uzbekistan","institution_ids":["https://openalex.org/I21256249"]},{"raw_affiliation_string":"Department of Computer Engineering, Tashkent University of Information Technologies, Tashkent, Uzbekistan","institution_ids":["https://openalex.org/I21256249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090034415","display_name":"Dilfuza Gulyamova","orcid":null},"institutions":[{"id":"https://openalex.org/I21256249","display_name":"Tashkent University of Information Technology","ror":"https://ror.org/05987a729","country_code":"UZ","type":"education","lineage":["https://openalex.org/I21256249"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Dilfuza Gulyamova","raw_affiliation_strings":["Department of Computer Engineering , Tashkent University of Information Technologies , Tashkent , Uzbekistan","Department of Computer Engineering, Tashkent University of Information Technologies, Tashkent, Uzbekistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering , Tashkent University of Information Technologies , Tashkent , Uzbekistan","institution_ids":["https://openalex.org/I21256249"]},{"raw_affiliation_string":"Department of Computer Engineering, Tashkent University of Information Technologies, Tashkent, Uzbekistan","institution_ids":["https://openalex.org/I21256249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020277697","display_name":"Dilyorjon Yuldashev","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142780","display_name":"Turin Polytechnic University","ror":"https://ror.org/042xrxv40","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4210142780"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Dilyorjon Yuldashev","raw_affiliation_strings":["Department of Automatic Control and Computer Engineering , Turin Polytechnic University in Tashkent , Tashkent , Uzbekistan","Department of Automatic Control and Computer Engineering, Turin Polytechnic University in Tashkent, Tashkent, Uzbekistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automatic Control and Computer Engineering , Turin Polytechnic University in Tashkent , Tashkent , Uzbekistan","institution_ids":["https://openalex.org/I4210142780"]},{"raw_affiliation_string":"Department of Automatic Control and Computer Engineering, Turin Polytechnic University in Tashkent, Tashkent, Uzbekistan","institution_ids":["https://openalex.org/I4210142780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5047384926"],"corresponding_institution_ids":["https://openalex.org/I4210142780"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15517617,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9861000180244446,"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/T11954","display_name":"Energy Efficiency and Management","score":0.9577000141143799,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.7375715374946594},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.6953016519546509},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6419587135314941},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5688282251358032},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.507918655872345},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.46771636605262756},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.41018420457839966},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3967495262622833},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.241603821516037},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24112308025360107}],"concepts":[{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.7375715374946594},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.6953016519546509},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6419587135314941},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5688282251358032},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.507918655872345},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.46771636605262756},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.41018420457839966},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3967495262622833},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.241603821516037},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24112308025360107},{"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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.37190/ord220401","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord220401","pdf_url":"https://doi.org/10.37190/ord220401","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wut:journl:v:32:y:2022:i:4:p:1-15:id:1","is_oa":false,"landing_page_url":"https://ord.pwr.edu.pl/assets/papers_archive/ord2022vol32no4_1.pdf","pdf_url":"https://ord.pwr.edu.pl/assets/papers_archive/ord2022vol32no4_1.pdf","source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:dbc.wroc.pl:145465","is_oa":true,"landing_page_url":"https://dbc.wroc.pl/dlibra/publication/184630/edition/145465/content","pdf_url":"https://dbc.wroc.pl/Content/145465/ord2022vol32no4_1.pdf","source":{"id":"https://openalex.org/S4210167977","display_name":"Prace Naukowe Uniwersytetu Ekonomicznego we Wroc\u0142awiu","issn_l":"1899-3192","issn":["1899-3192","2392-0041"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4322697539","host_organization_name":"Wroclaw University of Economics","host_organization_lineage":["https://openalex.org/P4322697539"],"host_organization_lineage_names":["Wroclaw University of Economics"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Politechnika Wroc\u0142awska","raw_type":"artyku\u0142"},{"id":"pmh:oai:doaj.org/article:b03dc74e081e476da74cfbfc30f585e5","is_oa":false,"landing_page_url":"https://doaj.org/article/b03dc74e081e476da74cfbfc30f585e5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Operations Research and Decisions, Vol vol. 32, Iss no. 4, Pp 1-15 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.37190/ord220401","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord220401","pdf_url":"https://doi.org/10.37190/ord220401","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4319983345.pdf","grobid_xml":"https://content.openalex.org/works/W4319983345.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1646796300","https://openalex.org/W1730127971","https://openalex.org/W1872829251","https://openalex.org/W1973944436","https://openalex.org/W1974712709","https://openalex.org/W1981276685","https://openalex.org/W2007017967","https://openalex.org/W2037306524","https://openalex.org/W2045578358","https://openalex.org/W2064169391","https://openalex.org/W2064284878","https://openalex.org/W2064889924","https://openalex.org/W2098626000","https://openalex.org/W2104325473","https://openalex.org/W2151593681","https://openalex.org/W2165306266","https://openalex.org/W2166313543","https://openalex.org/W2166681263","https://openalex.org/W2182988267","https://openalex.org/W2187701278","https://openalex.org/W2297345991","https://openalex.org/W2344023947","https://openalex.org/W2480512873","https://openalex.org/W2525716626","https://openalex.org/W2739283086","https://openalex.org/W2741358105","https://openalex.org/W2749680651","https://openalex.org/W2789880759","https://openalex.org/W2801749227","https://openalex.org/W2842089854","https://openalex.org/W2963193855","https://openalex.org/W2996325791","https://openalex.org/W3010270321","https://openalex.org/W3031648028","https://openalex.org/W3122220845","https://openalex.org/W3158049794","https://openalex.org/W3176869133","https://openalex.org/W3196582804","https://openalex.org/W4211049957","https://openalex.org/W4211111736","https://openalex.org/W4212989679","https://openalex.org/W4224108904","https://openalex.org/W4225157558","https://openalex.org/W4226241674","https://openalex.org/W4233511552","https://openalex.org/W4242735564","https://openalex.org/W4251111426"],"related_works":["https://openalex.org/W4290792893","https://openalex.org/W2287928758","https://openalex.org/W2989651212","https://openalex.org/W2972879301","https://openalex.org/W2188880028","https://openalex.org/W4226080034","https://openalex.org/W2556120871","https://openalex.org/W2885833936","https://openalex.org/W1708618945","https://openalex.org/W2152858547"],"abstract_inverted_index":{"For":[0],"the":[1,30,42,50,104,110,115,120,126,136,139],"past":[2],"few":[3],"decades,":[4],"control":[5,82],"and":[6,26,44,65,76,88,129],"building":[7,23,46],"engineering":[8],"communities":[9],"have":[10],"been":[11],"focusing":[12],"on":[13],"thermal":[14,90],"comfort":[15,91],"as":[16],"a":[17,37,63,131,143],"key":[18],"factor":[19],"in":[20,119,142],"designing":[21,62],"sustainable":[22],"evaluation":[24],"methods":[25],"tools.":[27],"However,":[28],"estimating":[29],"indoor":[31],"air":[32],"temperature":[33,68,112],"of":[34,58,70,97,138],"buildings":[35,71],"is":[36,61,107,117],"complicated":[38],"task":[39],"due":[40],"to":[41,84,124],"nonlinear":[43],"complex":[45],"dynamics":[47],"characterised":[48],"by":[49],"time-varying":[51],"environment":[52],"with":[53,146],"disturbances.":[54],"The":[55,93],"primary":[56],"focus":[57],"this":[59],"paper":[60],"predictive":[64,81],"probabilistic":[66,95],"room":[67,111],"model":[69,80],"using":[72],"Gaussian":[73],"processes":[74],"(GPs)":[75],"incorporating":[77],"it":[78],"into":[79],"(MPC)":[83],"minimise":[85],"energy":[86],"consumption":[87],"provide":[89],"satisfaction.":[92],"full":[94],"capabilities":[96],"GPs":[98],"are":[99],"exploited":[100],"from":[101],"two":[102],"perspectives:":[103],"mean":[105],"prediction":[106],"used":[108],"for":[109],"model,":[113],"while":[114],"uncertainty":[116],"involved":[118],"MPC":[121],"objective":[122],"not":[123],"lose":[125],"desired":[127],"performance":[128],"design":[130],"robust":[132],"controller.":[133],"We":[134],"illustrated":[135],"potential":[137],"proposed":[140],"method":[141],"numerical":[144],"example":[145],"simulation":[147],"results.":[148]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
