{"id":"https://openalex.org/W4404471157","doi":"https://doi.org/10.1145/3696952.3696963","title":"Calculation of Supply Air Temperature in Variable Air Volume Air Conditioning Based on LS-SVR Temperature Imbalance Prediction Model","display_name":"Calculation of Supply Air Temperature in Variable Air Volume Air Conditioning Based on LS-SVR Temperature Imbalance Prediction Model","publication_year":2024,"publication_date":"2024-11-18","ids":{"openalex":"https://openalex.org/W4404471157","doi":"https://doi.org/10.1145/3696952.3696963"},"language":"en","primary_location":{"id":"doi:10.1145/3696952.3696963","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696952.3696963","pdf_url":null,"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 2024 9th International Conference on Intelligent Information Processing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3696952.3696963","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Pan Gao","orcid":"https://orcid.org/0009-0000-9342-1557"},"institutions":[{"id":"https://openalex.org/I14116566","display_name":"Wuhan Polytechnic University","ror":"https://ror.org/05w0e5j23","country_code":"CN","type":"education","lineage":["https://openalex.org/I14116566"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pan Gao","raw_affiliation_strings":["WUHAN Polytechnic, Wuhan, Hubei, China"],"raw_orcid":"https://orcid.org/0009-0000-9342-1557","affiliations":[{"raw_affiliation_string":"WUHAN Polytechnic, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I14116566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011307680","display_name":"Xingqiang Chi","orcid":null},"institutions":[{"id":"https://openalex.org/I14116566","display_name":"Wuhan Polytechnic University","ror":"https://ror.org/05w0e5j23","country_code":"CN","type":"education","lineage":["https://openalex.org/I14116566"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingqiang Chi","raw_affiliation_strings":["WUHAN Polytechnic, Wuhan, Hubei, China"],"raw_orcid":"https://orcid.org/0000-0002-4230-1587","affiliations":[{"raw_affiliation_string":"WUHAN Polytechnic, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I14116566"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jingwei Qin","orcid":"https://orcid.org/0009-0004-0831-6496"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jingwei Qin","raw_affiliation_strings":["JIANGSU QUNLING ENERGY TECHNOLOGY CO., LTD, Wuhan, Jiangsu, China"],"raw_orcid":"https://orcid.org/0009-0004-0831-6496","affiliations":[{"raw_affiliation_string":"JIANGSU QUNLING ENERGY TECHNOLOGY CO., LTD, Wuhan, Jiangsu, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022587353","display_name":"Ubaldo Comite","orcid":"https://orcid.org/0000-0002-9801-9601"},"institutions":[{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Comite Ubaldo","raw_affiliation_strings":["University of Calabria, Rende, Cosenza, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9801-9601","affiliations":[{"raw_affiliation_string":"University of Calabria, Rende, Cosenza, Italy","institution_ids":["https://openalex.org/I45204951"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2913,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.58474186,"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":"73","last_page":"79"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14225","display_name":"Advanced Sensor and Control Systems","score":0.9531999826431274,"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/T14225","display_name":"Advanced Sensor and Control Systems","score":0.9531999826431274,"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/variable-air-volume","display_name":"Variable air volume","score":0.8594244122505188},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.7152003049850464},{"id":"https://openalex.org/keywords/air-temperature","display_name":"Air temperature","score":0.7112200260162354},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.5857704877853394},{"id":"https://openalex.org/keywords/constant-air-volume","display_name":"Constant air volume","score":0.5386697053909302},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.5287724733352661},{"id":"https://openalex.org/keywords/temperature-measurement","display_name":"Temperature measurement","score":0.4542770981788635},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.43919363617897034},{"id":"https://openalex.org/keywords/thermodynamics","display_name":"Thermodynamics","score":0.4157276749610901},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.33076202869415283},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.327751100063324},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3029375672340393},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1702229380607605},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1228553056716919}],"concepts":[{"id":"https://openalex.org/C51176869","wikidata":"https://www.wikidata.org/wiki/Q7915706","display_name":"Variable air volume","level":3,"score":0.8594244122505188},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.7152003049850464},{"id":"https://openalex.org/C2983363897","wikidata":"https://www.wikidata.org/wiki/Q845339","display_name":"Air temperature","level":2,"score":0.7112200260162354},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.5857704877853394},{"id":"https://openalex.org/C53689896","wikidata":"https://www.wikidata.org/wiki/Q5163641","display_name":"Constant air volume","level":3,"score":0.5386697053909302},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.5287724733352661},{"id":"https://openalex.org/C72293138","wikidata":"https://www.wikidata.org/wiki/Q909741","display_name":"Temperature measurement","level":2,"score":0.4542770981788635},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.43919363617897034},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.4157276749610901},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.33076202869415283},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.327751100063324},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3029375672340393},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1702229380607605},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1228553056716919},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696952.3696963","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696952.3696963","pdf_url":null,"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 2024 9th International Conference on Intelligent Information Processing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3696952.3696963","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696952.3696963","pdf_url":null,"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 2024 9th International Conference on Intelligent Information Processing","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.75,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1496317909","https://openalex.org/W2139238144","https://openalex.org/W3087704175","https://openalex.org/W4382317876","https://openalex.org/W4388018030","https://openalex.org/W4391044528"],"related_works":["https://openalex.org/W1994394982","https://openalex.org/W2360760451","https://openalex.org/W2766299428","https://openalex.org/W2387263461","https://openalex.org/W2290882971","https://openalex.org/W121233632","https://openalex.org/W2360486038","https://openalex.org/W2376699905","https://openalex.org/W2370199625","https://openalex.org/W2356592061"],"abstract_inverted_index":{"Variable":[0],"air":[1,4,50,68,114,137,142,149,168,175,184,189,200,211,219,238,247,249,261,300],"volume":[2,248,262],"(VAV)":[3],"conditioning":[5,115,138,143,190,201,250],"systems,":[6],"when":[7],"used":[8,77,94,180],"in":[9,14,27,32,112,133,240,279,294],"practice,":[10],"often":[11],"experience":[12],"deviations":[13],"terminal":[15,28,116],"temperatures":[16],"from":[17,73],"the":[18,82,113,125,136,147,155,166,173,182,195,199,209,216,222,230,236,253,266,274,298],"set":[19,196],"temperature":[20,34,51,57,83,89,97,106,126,150,158,169,176,185,197,212,239,268,278,289,303],"due":[21],"to":[22,78,95,102,123,135,233],"factors":[23],"such":[24],"as":[25,181],"changes":[26],"load.":[29],"This":[30,292],"results":[31,293],"slow":[33],"regulation":[35],"and":[36,46,80,118,130,161,172,305],"unsatisfactory":[37],"performance.":[38],"To":[39],"address":[40],"this":[41,43,257],"issue,":[42],"paper":[44],"designs":[45],"constructs":[47],"a":[48,119,245],"supply":[49,67,148,167,174,183,210,218,237,299],"calculation":[52],"based":[53,153],"on":[54,154,244],"an":[55],"LS-SVR":[56,88,267],"imbalance":[58,84,90,98,107,127,159,269],"prediction":[59,108,128,270],"model,":[60],"which":[61],"can":[62,272],"achieve":[63],"automatic":[64],"compensation":[65,151,177],"for":[66,99,235],"temperature.":[69,220],"Feature":[70],"parameters":[71],"extracted":[72],"historical":[74],"data":[75],"are":[76],"design":[79],"train":[81],"model.":[85],"The":[86,105,141,163,188,259],"trained":[87],"model":[91,109,271],"is":[92,110,121,179,227],"then":[93],"predict":[96,273],"test":[100],"samples":[101],"be":[103],"identified.":[104],"stored":[111],"controller,":[117],"program":[120],"written":[122],"implement":[124],"algorithm":[129,232],"output":[131],"it":[132],"real-time":[134],"unit":[139,144,191],"controller.":[140],"controller":[145,192],"calculates":[146],"value":[152,171,178,214],"collected":[156],"terminal-predicted":[157],"trends":[160],"numbers.":[162],"sum":[164],"of":[165,198,256,276,297],"control":[170,263,296],"reset":[186,213],"value.":[187],"automatically":[193],"adjusts":[194],"unit's":[202],"coil":[203],"motorized":[204,223],"water":[205,224],"valve":[206,225],"by":[207,229],"comparing":[208],"with":[215,265,287],"measured":[217],"Subsequently,":[221],"opening":[226],"controlled":[228],"PID":[231],"compensate":[234],"advance.":[241],"Experiments":[242],"conducted":[243],"variable":[246,260],"platform":[251],"demonstrate":[252],"beneficial":[254],"effects":[255],"system.":[258],"system":[264,282],"trend":[275],"indoor":[277],"advance,":[280],"avoiding":[281],"oscillations":[283],"that":[284],"may":[285],"occur":[286],"traditional":[288],"overshoot":[290],"adjustments.":[291],"on-demand":[295],"temperature,":[301],"rapid":[302],"control,":[304],"comfortable":[306],"operation.":[307]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}