{"id":"https://openalex.org/W3160084181","doi":"https://doi.org/10.1109/kst51265.2021.9415840","title":"Cloud-based Machine Learning Framework for Residential HVAC Control System","display_name":"Cloud-based Machine Learning Framework for Residential HVAC Control System","publication_year":2021,"publication_date":"2021-01-21","ids":{"openalex":"https://openalex.org/W3160084181","doi":"https://doi.org/10.1109/kst51265.2021.9415840","mag":"3160084181"},"language":"en","primary_location":{"id":"doi:10.1109/kst51265.2021.9415840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst51265.2021.9415840","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 13th International Conference on Knowledge and Smart Technology (KST)","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/A5031493134","display_name":"Atthawut Issaraviriyakul","orcid":null},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Atthawut Issaraviriyakul","raw_affiliation_strings":["Chulalongkorn University,Department of Electrical Engineering,Bangkok,Thailand"],"affiliations":[{"raw_affiliation_string":"Chulalongkorn University,Department of Electrical Engineering,Bangkok,Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055428896","display_name":"Wanchalerm Pora","orcid":"https://orcid.org/0000-0002-1170-2177"},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Wanchalerm Pora","raw_affiliation_strings":["Chulalongkorn University,Department of Electrical Engineering,Bangkok,Thailand"],"affiliations":[{"raw_affiliation_string":"Chulalongkorn University,Department of Electrical Engineering,Bangkok,Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017720502","display_name":"Napong Panitantum","orcid":null},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Napong Panitantum","raw_affiliation_strings":["Chulalongkorn University,Department of Electrical Engineering,Bangkok,Thailand"],"affiliations":[{"raw_affiliation_string":"Chulalongkorn University,Department of Electrical Engineering,Bangkok,Thailand","institution_ids":["https://openalex.org/I158708052"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5031493134"],"corresponding_institution_ids":["https://openalex.org/I158708052"],"apc_list":null,"apc_paid":null,"fwci":0.1186,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.42702786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"13","issue":null,"first_page":"12","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9990000128746033,"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":0.9990000128746033,"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/T10766","display_name":"Urban Heat Island Mitigation","score":0.9638000130653381,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.925000011920929,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hvac","display_name":"HVAC","score":0.9320410490036011},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6319612264633179},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6082468628883362},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.5289784669876099},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5135633945465088},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.4968269169330597},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.49164944887161255},{"id":"https://openalex.org/keywords/control-system","display_name":"Control system","score":0.4574834704399109},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43147775530815125},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4166823625564575},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.4129934012889862},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3575149476528168},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.34867459535598755},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.34120380878448486},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2916504740715027},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24781176447868347},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09084418416023254}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.9320410490036011},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6319612264633179},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6082468628883362},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.5289784669876099},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5135633945465088},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.4968269169330597},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.49164944887161255},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.4574834704399109},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43147775530815125},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4166823625564575},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.4129934012889862},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3575149476528168},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.34867459535598755},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.34120380878448486},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2916504740715027},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24781176447868347},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09084418416023254},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/kst51265.2021.9415840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst51265.2021.9415840","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 13th International Conference on Knowledge and Smart Technology (KST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2007056346","https://openalex.org/W2090859261","https://openalex.org/W2121269968","https://openalex.org/W2790294742","https://openalex.org/W2949064394","https://openalex.org/W2980797340","https://openalex.org/W2987901555","https://openalex.org/W3010191775"],"related_works":["https://openalex.org/W2112866972","https://openalex.org/W4240233711","https://openalex.org/W3046823714","https://openalex.org/W2348218441","https://openalex.org/W3021806226","https://openalex.org/W2749654269","https://openalex.org/W2329485921","https://openalex.org/W2735458449","https://openalex.org/W3031841740","https://openalex.org/W2586592726"],"abstract_inverted_index":{"Occupant":[0],"behavior":[1,190],"prediction":[2,41,51],"has":[3],"become":[4],"a":[5,80,86],"significant":[6],"part":[7],"of":[8,30,60,163],"smart":[9],"building":[10],"technologies.":[11],"This":[12,83,126],"research":[13],"emphasizes":[14],"on":[15,131,146],"HVAC":[16,88],"(Heating":[17],"Ventilation":[18],"and":[19,34,142,161],"Air":[20],"Conditioning)":[21],"system":[22,76,90,127],"as":[23],"its":[24],"operation":[25],"is":[26,42,53,65],"crucial":[27],"in":[28,158,179],"terms":[29],"both":[31],"energy":[32],"usage":[33],"user":[35,119],"comfort.":[36],"In":[37],"previous":[38],"researches,":[39],"comfort":[40,120],"developed":[43,67],"using":[44,68,121,135],"the":[45,57,61,75,107,118,143,147,180,188],"filled":[46],"questionnaires":[47],"from":[48],"occupants.":[49],"The":[50],"output":[52],"employed":[54],"to":[55,111,117],"control":[56,64,89,137],"mechanical":[58],"components":[59],"system.":[62],"On/Off":[63],"mostly":[66],"rule-based":[69],"distance":[70],"triggering":[71],"that":[72,99,175],"turns":[73],"on/off":[74],"when":[77,187],"occupants":[78],"enter/exit":[79],"specific":[81],"perimeter.":[82],"article":[84],"proposes":[85],"plug-and-play":[87],"with":[91,106],"an":[92,164,176],"adaptive":[93,177],"cloud":[94,153],"machine":[95],"learning":[96],"(ML)":[97],"framework":[98,182],"utilizes":[100],"room":[101,114],"current":[102],"ambient":[103],"conditions":[104],"together":[105],"historical":[108],"adjustment":[109],"log":[110],"automatically":[112,134],"adjust":[113],"temperature":[115],"according":[116],"Support":[122],"Vector":[123],"Classification":[124],"(SVC).":[125],"can":[128,155,183],"also":[129,167],"turn":[130],"air":[132],"conditioner":[133],"predictive":[136],"which":[138],"implements":[139],"GPS":[140],"location":[141],"occupant's":[144,189],"data":[145],"Artificial":[148],"Neural":[149],"Network":[150],"(ANN).":[151],"Furthermore,":[152],"deployment":[154],"solve":[156],"problems":[157],"processing":[159],"power":[160],"storage":[162],"end":[165],"device,":[166],"provide":[168],"scalability":[169],"for":[170],"future":[171],"development.":[172],"Findings":[173],"show":[174],"algorithm":[178],"ML":[181],"perform":[184],"well,":[185],"even":[186],"changes":[191],"slowly.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}