{"id":"https://openalex.org/W4291906937","doi":"https://doi.org/10.1109/icccs55155.2022.9846118","title":"Predicting Full Load, Partial Load Efficiency of a Combined Cycle Power Plant Using Machine Learning Methods","display_name":"Predicting Full Load, Partial Load Efficiency of a Combined Cycle Power Plant Using Machine Learning Methods","publication_year":2022,"publication_date":"2022-04-22","ids":{"openalex":"https://openalex.org/W4291906937","doi":"https://doi.org/10.1109/icccs55155.2022.9846118"},"language":"en","primary_location":{"id":"doi:10.1109/icccs55155.2022.9846118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccs55155.2022.9846118","pdf_url":null,"source":{"id":"https://openalex.org/S4363608130","display_name":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","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/A5020795821","display_name":"Phisan Kaewprapha","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Phisan Kaewprapha","raw_affiliation_strings":["Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Electrical and Computer Engineering,Thailand","Department of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Electrical and Computer Engineering,Thailand","institution_ids":["https://openalex.org/I108108428"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055796751","display_name":"Pradya Prempaneerach","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Pradya Prempaneerach","raw_affiliation_strings":["Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Mechanical Engineering,Thailand","Department of Mechanical Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Mechanical Engineering,Thailand","institution_ids":["https://openalex.org/I108108428"]},{"raw_affiliation_string":"Department of Mechanical Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083600394","display_name":"Vishakha Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Vishakha Singh","raw_affiliation_strings":["Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Electrical and Computer Engineering,Thailand","Department of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Electrical and Computer Engineering,Thailand","institution_ids":["https://openalex.org/I108108428"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052415244","display_name":"Trilot Tinikul","orcid":null},"institutions":[{"id":"https://openalex.org/I175611932","display_name":"Electricity Generating Authority of Thailand","ror":"https://ror.org/03spd6n49","country_code":"TH","type":"government","lineage":["https://openalex.org/I175611932"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Trilot Tinikul","raw_affiliation_strings":["The Electricity Generating Authority of Thailand (North Bangkok Power Plant),Thailand","The Electricity Generating Authority of Thailand (North Bangkok Power Plant), Thailand"],"affiliations":[{"raw_affiliation_string":"The Electricity Generating Authority of Thailand (North Bangkok Power Plant),Thailand","institution_ids":["https://openalex.org/I175611932"]},{"raw_affiliation_string":"The Electricity Generating Authority of Thailand (North Bangkok Power Plant), Thailand","institution_ids":["https://openalex.org/I175611932"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032054285","display_name":"Nutty Intarangsi","orcid":null},"institutions":[{"id":"https://openalex.org/I175611932","display_name":"Electricity Generating Authority of Thailand","ror":"https://ror.org/03spd6n49","country_code":"TH","type":"government","lineage":["https://openalex.org/I175611932"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Nutty Intarangsi","raw_affiliation_strings":["The Electricity Generating Authority of Thailand (North Bangkok Power Plant),Thailand","The Electricity Generating Authority of Thailand (North Bangkok Power Plant), Thailand"],"affiliations":[{"raw_affiliation_string":"The Electricity Generating Authority of Thailand (North Bangkok Power Plant),Thailand","institution_ids":["https://openalex.org/I175611932"]},{"raw_affiliation_string":"The Electricity Generating Authority of Thailand (North Bangkok Power Plant), Thailand","institution_ids":["https://openalex.org/I175611932"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020206231","display_name":"Taweesak Kijkanjanarat","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Taweesak Kijkanjanarat","raw_affiliation_strings":["Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Electrical and Computer Engineering,Thailand","Department of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand"],"affiliations":[{"raw_affiliation_string":"Thammasat University,Faculty of Engineering, Thammasat School of Engineering,Department of Electrical and Computer Engineering,Thailand","institution_ids":["https://openalex.org/I108108428"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020795821"],"corresponding_institution_ids":["https://openalex.org/I108108428"],"apc_list":null,"apc_paid":null,"fwci":1.0613,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.71951466,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"11","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9922999739646912,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9922999739646912,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11236","display_name":"Control Systems and Identification","score":0.9753999710083008,"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/boosting","display_name":"Boosting (machine learning)","score":0.7615000009536743},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.67284095287323},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.670107364654541},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.6018433570861816},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.48973751068115234},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.46317747235298157},{"id":"https://openalex.org/keywords/ranging","display_name":"Ranging","score":0.449273943901062},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.4372076690196991},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42701518535614014},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40348535776138306},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.19459623098373413},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1801556646823883},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14841791987419128},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14155030250549316}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7615000009536743},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.67284095287323},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.670107364654541},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.6018433570861816},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.48973751068115234},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.46317747235298157},{"id":"https://openalex.org/C115051666","wikidata":"https://www.wikidata.org/wiki/Q6522493","display_name":"Ranging","level":2,"score":0.449273943901062},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.4372076690196991},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42701518535614014},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40348535776138306},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.19459623098373413},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1801556646823883},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14841791987419128},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14155030250549316},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccs55155.2022.9846118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccs55155.2022.9846118","pdf_url":null,"source":{"id":"https://openalex.org/S4363608130","display_name":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","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":0.5799999833106995}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323745","display_name":"Electricity Generating Authority of Thailand","ror":"https://ror.org/03spd6n49"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2000370244","https://openalex.org/W2064769840","https://openalex.org/W3128323095","https://openalex.org/W4200526737"],"related_works":["https://openalex.org/W2967733078","https://openalex.org/W3204430031","https://openalex.org/W3137904399","https://openalex.org/W4310492845","https://openalex.org/W2885778889","https://openalex.org/W4310224730","https://openalex.org/W2766514146","https://openalex.org/W4289703016","https://openalex.org/W2885516856","https://openalex.org/W4296079469"],"abstract_inverted_index":{"The":[0,11],"generation":[1],"of":[2,14,33,103],"electricity":[3],"takes":[4],"place":[5],"essentially":[6],"via":[7],"the":[8,27,50,54,100,104,117,124],"power":[9],"plants.":[10],"thermal":[12,101],"efficiency":[13,102],"these":[15,37,70],"plants":[16,38],"depends":[17,25],"on":[18,26,132],"internal":[19],"factors":[20],"as":[21,23,114],"much":[22],"it":[24,31],"environmental":[28],"ones.":[29],"Hence,":[30],"becomes":[32],"utmost":[34],"importance":[35],"that":[36,120],"be":[39],"monitored":[40],"for":[41,98,106],"maintaining":[42],"their":[43],"efficiency.":[44],"Due":[45],"to":[46,95],"fluctuation":[47],"in":[48,126,137],"demands,":[49],"load":[51,80],"at":[52,69],"which":[53,72],"plant":[55,105],"is":[56],"operated":[57],"also":[58],"varies.":[59],"In":[60],"our":[61],"work,":[62],"we":[63],"have":[64,85,111],"taken":[65],"a":[66],"closer":[67],"look":[68],"loads":[71],"are":[73],"generally":[74],"divided":[75],"into":[76],"two":[77],"parts:":[78],"full":[79],"and":[81,116],"part":[82],"load.":[83],"We":[84],"explored":[86],"different":[87],"machine":[88],"learning":[89],"algorithms":[90],"ranging":[91],"from":[92],"regression":[93,127],"methods":[94,97,128],"ensemble":[96,138],"predicting":[99],"various":[107],"loads.":[108],"Thirteen":[109],"variables":[110],"been":[112],"selected":[113],"inputs":[115],"results":[118],"illustrate":[119],"K-Nearest":[121],"Neighbor":[122],"performs":[123,135],"best":[125,136],"while":[129],"Ada":[130],"Boosting":[131],"Decision":[133],"Tree":[134],"methods.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
