{"id":"https://openalex.org/W4410537357","doi":"https://doi.org/10.1109/kst65016.2025.11003295","title":"A New Control System Algorithm Based on Predictive Model with Machine Learning for Building Cooling System's Optimization","display_name":"A New Control System Algorithm Based on Predictive Model with Machine Learning for Building Cooling System's Optimization","publication_year":2025,"publication_date":"2025-02-26","ids":{"openalex":"https://openalex.org/W4410537357","doi":"https://doi.org/10.1109/kst65016.2025.11003295"},"language":"en","primary_location":{"id":"doi:10.1109/kst65016.2025.11003295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst65016.2025.11003295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th International Conference on Knowledge and Smart Technology (KST)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5044104267","display_name":"Haposan Yoga Pradika Napitupulu","orcid":"https://orcid.org/0009-0006-4206-1188"},"institutions":[{"id":"https://openalex.org/I29617571","display_name":"University of Indonesia","ror":"https://ror.org/0116zj450","country_code":"ID","type":"education","lineage":["https://openalex.org/I29617571"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Haposan Yoga Pradika Napitupulu","raw_affiliation_strings":["University of Indonesia,Department of Electrical Engineering,Depok,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Indonesia,Department of Electrical Engineering,Depok,Indonesia","institution_ids":["https://openalex.org/I29617571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083725495","display_name":"I Gde Dharma Nugraha","orcid":"https://orcid.org/0000-0002-4960-7968"},"institutions":[{"id":"https://openalex.org/I29617571","display_name":"University of Indonesia","ror":"https://ror.org/0116zj450","country_code":"ID","type":"education","lineage":["https://openalex.org/I29617571"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"I Gde Dharma Nugraha","raw_affiliation_strings":["University of Indonesia,Department of Electrical Engineering,Depok,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Indonesia,Department of Electrical Engineering,Depok,Indonesia","institution_ids":["https://openalex.org/I29617571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030075327","display_name":"Riri Fitri Sari","orcid":"https://orcid.org/0000-0002-8841-8078"},"institutions":[{"id":"https://openalex.org/I29617571","display_name":"University of Indonesia","ror":"https://ror.org/0116zj450","country_code":"ID","type":"education","lineage":["https://openalex.org/I29617571"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Riri Fitri Sari","raw_affiliation_strings":["University of Indonesia,Department of Electrical Engineering,Depok,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Indonesia,Department of Electrical Engineering,Depok,Indonesia","institution_ids":["https://openalex.org/I29617571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I29617571"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11886749,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"151","last_page":"156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14225","display_name":"Advanced Sensor and Control Systems","score":0.1891999989748001,"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":0.1891999989748001,"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/model-predictive-control","display_name":"Model predictive control","score":0.6974048614501953},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6523112654685974},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45314109325408936},{"id":"https://openalex.org/keywords/control-system","display_name":"Control system","score":0.4220777153968811},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4130750298500061},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3987594246864319},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36125075817108154},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17769798636436462}],"concepts":[{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.6974048614501953},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6523112654685974},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45314109325408936},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.4220777153968811},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4130750298500061},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3987594246864319},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36125075817108154},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17769798636436462},{"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/kst65016.2025.11003295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst65016.2025.11003295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th 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":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2763479795","https://openalex.org/W2903868026","https://openalex.org/W2972858098","https://openalex.org/W3170003988","https://openalex.org/W3204825447","https://openalex.org/W4287576226","https://openalex.org/W4308463447","https://openalex.org/W4312160034","https://openalex.org/W4321368279","https://openalex.org/W4322628453","https://openalex.org/W4381487660","https://openalex.org/W4385726405","https://openalex.org/W4387709667","https://openalex.org/W4389976544","https://openalex.org/W4403351379","https://openalex.org/W6804572497"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W1990079087","https://openalex.org/W2073681303","https://openalex.org/W3202234113","https://openalex.org/W2101188133","https://openalex.org/W2556120871","https://openalex.org/W48160925","https://openalex.org/W2355865573","https://openalex.org/W2155981143","https://openalex.org/W2155245395"],"abstract_inverted_index":{"Every":[0],"country":[1],"must":[2],"attain":[3],"net-zero":[4],"emissions,":[5],"and":[6,31,70,115,154,196,202],"the":[7,25,72,94,132,147,162,180,184],"way":[8],"to":[9,17,77,89,160,175],"do":[10],"so":[11],"is":[12,173],"through":[13],"energy":[14,32,54,57,91,187],"efficiency.":[15],"According":[16],"a":[18,64,79,85,142],"report":[19],"released":[20],"in":[21,59],"September":[22],"2022":[23],"by":[24,128,188],"International":[26],"Energy":[27],"Agency":[28],"in,":[29],"electrification":[30],"efficiency":[33,58],"are":[34,139],"Indonesia's":[35],"top":[36],"goals":[37],"for":[38,47,67,84],"reaching":[39],"NZE.":[40],"Currently,":[41],"cooling":[42,87],"systems":[43,62],"(chiller":[44],"plants)":[45],"account":[46],"more":[48],"than":[49],"50":[50],"%":[51,190],"of":[52,93,134,182,186,199],"building":[53,86],"use.":[55],"Therefore,":[56],"chiller":[60,96,167],"plant":[61,168],"offers":[63],"high":[65],"potential":[66],"achieving":[68],"NZE":[69],"supporting":[71],"SDGs.":[73],"This":[74],"study":[75],"seeks":[76],"identify":[78],"new":[80,99],"algorithm":[81,100,123,172],"control":[82],"system":[83,88],"decrease":[90],"consumption":[92],"building's":[95],"plant.":[97],"A":[98],"will":[101,124],"be":[102,126,161],"developed":[103,122],"based":[104],"on":[105,146],"predictive":[106],"model":[107,133],"with":[108,131,179,191],"Deep":[109],"Learning":[110],"Neural":[111],"Network":[112],"Multi":[113,116],"Output":[114],"Stack":[117],"Long":[118],"Short-Term":[119],"Memory.":[120],"The":[121,170],"next":[125],"tested":[127],"running":[129],"simulations":[130],"Chiller":[135,177],"Plant.":[136],"Essential":[137],"parameters":[138,165],"discovered":[140],"using":[141],"matrix":[143,148],"correlation.":[144],"Based":[145],"correlation,":[149],"Condenser":[150],"Water":[151],"System":[152],"Temperature":[153,157],"Wet":[155],"Bulb":[156],"were":[158],"revealed":[159],"most":[163],"influential":[164],"affecting":[166],"performance.":[169],"proposed":[171],"able":[174],"optimize":[176],"Plant":[178],"result":[181],"alleviating":[183],"use":[185],"10.72":[189],"less":[192],"error":[193],"MSE,":[194],"MAE,":[195],"RMSE":[197],"respectively":[198],"0.6527,":[200],"0.8079,":[201],"0.8079.":[203]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
