{"id":"https://openalex.org/W4393036190","doi":"https://doi.org/10.1109/dese60595.2023.10469322","title":"Gas Turbine \u2013 CO &amp; NOx Emission Data Analysis With Predictive Modelling Using ML/AI Approaches","display_name":"Gas Turbine \u2013 CO &amp; NOx Emission Data Analysis With Predictive Modelling Using ML/AI Approaches","publication_year":2023,"publication_date":"2023-12-18","ids":{"openalex":"https://openalex.org/W4393036190","doi":"https://doi.org/10.1109/dese60595.2023.10469322"},"language":"en","primary_location":{"id":"doi:10.1109/dese60595.2023.10469322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dese60595.2023.10469322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 16th International Conference on Developments in eSystems Engineering (DeSE)","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/A5094209992","display_name":"Ankit Singh Dalal","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ankit Singh Dalal","raw_affiliation_strings":["Liverpool John Moores University,Liverpool,United Kingdom","Liverpool John Moores University, Liverpool, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liverpool John Moores University,Liverpool,United Kingdom","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"Liverpool John Moores University, Liverpool, United Kingdom","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112423996","display_name":"Nailya Sultanova","orcid":null},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Nailya Sultanova","raw_affiliation_strings":["Kazan Federal University,Kazan,Russia","Kazan Federal University, Kazan, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University,Kazan,Russia","institution_ids":["https://openalex.org/I21203515"]},{"raw_affiliation_string":"Kazan Federal University, Kazan, Russia","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033389056","display_name":"Manoj Jayabalan","orcid":"https://orcid.org/0000-0002-1599-965X"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Manoj Jayabalan","raw_affiliation_strings":["Liverpool John Moores University,Liverpool,United Kingdom","Liverpool John Moores University, Liverpool, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liverpool John Moores University,Liverpool,United Kingdom","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"Liverpool John Moores University, Liverpool, United Kingdom","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035982173","display_name":"Jamila Mustafina","orcid":"https://orcid.org/0000-0001-5770-4111"},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Jamila Mustafina","raw_affiliation_strings":["Kazan Federal University,Kazan,Russia","Kazan Federal University, Kazan, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University,Kazan,Russia","institution_ids":["https://openalex.org/I21203515"]},{"raw_affiliation_string":"Kazan Federal University, Kazan, Russia","institution_ids":["https://openalex.org/I21203515"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"100","last_page":"104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12095","display_name":"Vehicle emissions and performance","score":0.9513000249862671,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T12095","display_name":"Vehicle emissions and performance","score":0.9513000249862671,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T12304","display_name":"Radiative Heat Transfer Studies","score":0.9143999814987183,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/nox","display_name":"NOx","score":0.901859700679779},{"id":"https://openalex.org/keywords/gas-turbines","display_name":"Gas turbines","score":0.5805273652076721},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5212074518203735},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.4974506199359894},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3945319354534149},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.32033443450927734},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.30167901515960693},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24942228198051453},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.15980258584022522},{"id":"https://openalex.org/keywords/combustion","display_name":"Combustion","score":0.1595020294189453},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.13549041748046875},{"id":"https://openalex.org/keywords/physical-chemistry","display_name":"Physical chemistry","score":0.0694342851638794}],"concepts":[{"id":"https://openalex.org/C203032635","wikidata":"https://www.wikidata.org/wiki/Q20962970","display_name":"NOx","level":3,"score":0.901859700679779},{"id":"https://openalex.org/C2987684023","wikidata":"https://www.wikidata.org/wiki/Q193470","display_name":"Gas turbines","level":2,"score":0.5805273652076721},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5212074518203735},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.4974506199359894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3945319354534149},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.32033443450927734},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.30167901515960693},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24942228198051453},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.15980258584022522},{"id":"https://openalex.org/C105923489","wikidata":"https://www.wikidata.org/wiki/Q133235","display_name":"Combustion","level":2,"score":0.1595020294189453},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.13549041748046875},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0694342851638794}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dese60595.2023.10469322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dese60595.2023.10469322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 16th International Conference on Developments in eSystems Engineering (DeSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7099999785423279,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2990434508","https://openalex.org/W3093661324","https://openalex.org/W3156638914","https://openalex.org/W3160316116","https://openalex.org/W3166283598","https://openalex.org/W3195764558","https://openalex.org/W3211009031","https://openalex.org/W3211544374","https://openalex.org/W4200580016","https://openalex.org/W4205302371","https://openalex.org/W4224306559","https://openalex.org/W4286959403","https://openalex.org/W6794690362"],"related_works":["https://openalex.org/W2526955845","https://openalex.org/W2333625237","https://openalex.org/W3172737693","https://openalex.org/W2325300485","https://openalex.org/W3205070264","https://openalex.org/W2421510469","https://openalex.org/W1996106188","https://openalex.org/W2939525291","https://openalex.org/W3158754751","https://openalex.org/W2320177469"],"abstract_inverted_index":{"Due":[0],"to":[1,7,16,60,75,107,179],"growing":[2],"environmental":[3],"concerns":[4],"in":[5,162],"relation":[6],"global":[8],"warming":[9],"and":[10,174,197],"pollutants,":[11],"it\u2019s":[12],"become":[13],"very":[14],"critical":[15],"study":[17,142],"about":[18],"sources":[19],"which":[20,157],"are":[21,39],"contributing":[22],"towards":[23,145],"it.":[24],"Once":[25],"such":[26,83],"source":[27],"is":[28],"emissions":[29,169,203],"from":[30],"the":[31,43,109],"industrial":[32,160,199],"equipment\u2019s":[33,200],"like":[34],"Gas":[35],"Turbine":[36],"(GT).":[37],"GTs":[38],"used":[40,79],"all":[41,77],"over":[42,183],"world":[44],"across":[45],"various":[46,128],"industries":[47,58],"for":[48,96,132,202],"power":[49],"generation":[50],"or":[51],"mechanical":[52],"drive":[53],"operations.":[54],"Some":[55],"of":[56,115,168],"these":[57,191],"belongs":[59],"Energy,":[61],"Utilities,":[62],"Refineries,":[63],"Chemical":[64],"&":[65,100,124,136,172],"Fertilizer":[66],"sectors.":[67],"In":[68,126],"this":[69],"study,":[70],"efforts":[71],"were":[72,105,130],"be":[73],"made":[74],"compare":[76],"commonly":[78],"ML":[80,154],"regression":[81],"models":[82],"as":[84],"MLR,":[85],"DTR,":[86],"RFT,":[87],"Adaboost":[88],"Regressor,":[89],"GBR,":[90],"XGBoost":[91],"Regressor":[92],"using":[93,134,153],"same":[94],"dataset":[95],"emission":[97],"prediction":[98],"(CO":[99],"NOx).":[101],"Model\u2019s":[102],"evaluation":[103],"metrices":[104],"analyzed":[106,131],"predict":[108],"best":[110],"model":[111],"along":[112],"with":[113],"number":[114],"significant":[116],"features.":[117],"Evaluation":[118],"metric":[119],"included":[120],"MAE,":[121],"RAE,":[122],"MAPE":[123],"RMSE.":[125],"addition,":[127],"features":[129],"patterns":[133],"univariate":[135],"multivariate":[137],"analysis":[138],"graphical":[139],"tools.":[140],"This":[141],"can":[143],"contribute":[144],"new":[146,192],"PEMS":[147,193],"(Prediction":[148],"Emission":[149,187],"Monitoring":[150,188],"System)":[151],"designing":[152],"Regression":[155],"Models":[156],"will":[158,194],"help":[159],"companies":[161],"boosting":[163],"their":[164,206],"operation":[165],"efficiencies,":[166],"minimization":[167],"(like":[170],"CO":[171],"NOx)":[173],"making":[175],"financial":[176],"gains":[177],"due":[178],"its":[180],"cost":[181],"effectiveness":[182],"traditional":[184],"CEMS":[185],"(Continuous":[186],"System).":[189],"Overall,":[190],"keep":[195],"monitoring":[196],"optimizing":[198],"operations":[201],"control":[204],"during":[205],"lifecycles.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
