{"id":"https://openalex.org/W4386739418","doi":"https://doi.org/10.1080/0951192x.2023.2257661","title":"Production system efficiency optimization through application of a hybrid artificial intelligence solution","display_name":"Production system efficiency optimization through application of a hybrid artificial intelligence solution","publication_year":2023,"publication_date":"2023-09-14","ids":{"openalex":"https://openalex.org/W4386739418","doi":"https://doi.org/10.1080/0951192x.2023.2257661"},"language":"en","primary_location":{"id":"doi:10.1080/0951192x.2023.2257661","doi":"https://doi.org/10.1080/0951192x.2023.2257661","is_oa":true,"landing_page_url":"https://doi.org/10.1080/0951192x.2023.2257661","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/0951192X.2023.2257661?needAccess=true","source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-2","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/0951192X.2023.2257661?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009120746","display_name":"Joao Henrique Cavalcanti","orcid":"https://orcid.org/0000-0001-7738-731X","observed_orcids":["https://orcid.org/0000-0001-7738-731X"]},"institutions":[{"id":"https://openalex.org/I163245316","display_name":"Corvinus University of Budapest","ror":"https://ror.org/01vxfm326","country_code":"HU","type":"education","lineage":["https://openalex.org/I163245316"]}],"countries":["HU"],"is_corresponding":true,"raw_author_name":"Joao Henrique Cavalcanti","raw_affiliation_strings":["Corvinus University of Budapest","Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary"],"raw_orcid":"https://orcid.org/0000-0001-7738-731X","affiliations":[{"raw_affiliation_string":"Corvinus University of Budapest","institution_ids":["https://openalex.org/I163245316"]},{"raw_affiliation_string":"Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary","institution_ids":["https://openalex.org/I163245316"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022395548","display_name":"Tibor Kov\u00e1cs","orcid":"https://orcid.org/0000-0002-7408-998X","observed_orcids":["https://orcid.org/0000-0002-7408-998X"]},"institutions":[{"id":"https://openalex.org/I163245316","display_name":"Corvinus University of Budapest","ror":"https://ror.org/01vxfm326","country_code":"HU","type":"education","lineage":["https://openalex.org/I163245316"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Tibor Kovacs","raw_affiliation_strings":["Corvinus University of Budapest","Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corvinus University of Budapest","institution_ids":["https://openalex.org/I163245316"]},{"raw_affiliation_string":"Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary","institution_ids":["https://openalex.org/I163245316"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012791570","display_name":"Andrea K\u0151","orcid":"https://orcid.org/0000-0003-0023-1143","observed_orcids":["https://orcid.org/0000-0003-0023-1143"]},"institutions":[{"id":"https://openalex.org/I163245316","display_name":"Corvinus University of Budapest","ror":"https://ror.org/01vxfm326","country_code":"HU","type":"education","lineage":["https://openalex.org/I163245316"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Andrea Ko","raw_affiliation_strings":["Corvinus University of Budapest","Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corvinus University of Budapest","institution_ids":["https://openalex.org/I163245316"]},{"raw_affiliation_string":"Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary","institution_ids":["https://openalex.org/I163245316"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070669348","display_name":"K\u00e1roly Pocsarovszky","orcid":"https://orcid.org/0000-0002-7295-2831","observed_orcids":["https://orcid.org/0000-0002-7295-2831"]},"institutions":[{"id":"https://openalex.org/I163245316","display_name":"Corvinus University of Budapest","ror":"https://ror.org/01vxfm326","country_code":"HU","type":"education","lineage":["https://openalex.org/I163245316"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"K\u00e1roly Pocsarovszky","raw_affiliation_strings":["Corvinus University of Budapest","Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corvinus University of Budapest","institution_ids":["https://openalex.org/I163245316"]},{"raw_affiliation_string":"Department of Information Systems, Corvinus University of Budapest, Budapest, Hungary","institution_ids":["https://openalex.org/I163245316"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5009120746"],"corresponding_institution_ids":["https://openalex.org/I163245316"],"apc_list":null,"apc_paid":null,"fwci":3.9939,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.94230157,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"37","issue":"6","first_page":"790","last_page":"807"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10357","display_name":"Efficiency Analysis Using DEA","score":0.5493000149726868,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10357","display_name":"Efficiency Analysis Using DEA","score":0.5493000149726868,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.25459998846054077,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.0723000019788742,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/hybrid-ai-models","display_name":"hybrid AI models","score":0.9139999747276306},{"id":"https://openalex.org/keywords/data-envelopment-analysis","display_name":"data envelopment analysis","score":0.9990000128746033},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"genetic algorithm","score":0.9470000267028809},{"id":"https://openalex.org/keywords/thermal-power-plants","display_name":"thermal power plants","score":0.9089999794960022},{"id":"https://openalex.org/keywords/sensor-data","display_name":"sensor data","score":0.8640000224113464},{"id":"https://openalex.org/keywords/industry-4-0","display_name":"Industry 4.0","score":0.8190000057220459},{"id":"https://openalex.org/keywords/waste-reduction","display_name":"waste reduction","score":0.8259999752044678}],"concepts":[{"id":"https://openalex.org/C22088475","wikidata":"https://www.wikidata.org/wiki/Q647974","display_name":"Data envelopment analysis","level":2,"score":0.7114123106002808},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.6003831028938293},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5729372501373291},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5720199346542358},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5703736543655396},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34014779329299927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32884448766708374},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3265901803970337},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3237454295158386},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24101439118385315},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10661089420318604},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/0951192x.2023.2257661","doi":"https://doi.org/10.1080/0951192x.2023.2257661","is_oa":true,"landing_page_url":"https://doi.org/10.1080/0951192x.2023.2257661","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/0951192X.2023.2257661?needAccess=true","source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-2","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:unipub.lib.uni-corvinus.hu:8975","doi":null,"is_oa":true,"landing_page_url":"https://unipub.lib.uni-corvinus.hu/8975/1/Productionsystemefficiencyoptimizationthroughapplicationofahybridartificialintelligencesolution.pdf","pdf_url":"https://unipub.lib.uni-corvinus.hu/8975/1/Productionsystemefficiencyoptimizationthroughapplicationofahybridartificialintelligencesolution.pdf","source":{"id":"https://openalex.org/S4306401216","display_name":"Corvinus Research Archive (Corvinus University of Budapest)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I163245316","host_organization_name":"Corvinus University of Budapest","host_organization_lineage":["https://openalex.org/I163245316"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1080/0951192x.2023.2257661","doi":"https://doi.org/10.1080/0951192x.2023.2257661","is_oa":true,"landing_page_url":"https://doi.org/10.1080/0951192x.2023.2257661","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/0951192X.2023.2257661?needAccess=true","source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-2","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":1.0,"id":"https://metadata.un.org/sdg/9"},{"display_name":"Affordable and clean energy","score":0.8485000133514404,"id":"https://metadata.un.org/sdg/7"},{"display_name":"Responsible consumption and production","score":0.5925999879837036,"id":"https://metadata.un.org/sdg/12"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2581626447","display_name":null,"funder_award_id":"TKP2020-NKA-02","funder_id":"https://openalex.org/F4320335908","funder_display_name":"Nemzeti Kutat\u00e1si, Fejleszt\u00e9si \u00e9s Innovaci\u00f3s Alap"},{"id":"https://openalex.org/G2744728761","display_name":null,"funder_award_id":"TKP2020","funder_id":"https://openalex.org/F4320335908","funder_display_name":"Nemzeti Kutat\u00e1si, Fejleszt\u00e9si \u00e9s Innovaci\u00f3s Alap"}],"funders":[{"id":"https://openalex.org/F4320335908","display_name":"Nemzeti Kutat\u00e1si, Fejleszt\u00e9si \u00e9s Innovaci\u00f3s Alap","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386739418.pdf","grobid_xml":"https://content.openalex.org/works/W4386739418.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W1877916171","https://openalex.org/W2034624948","https://openalex.org/W2076452041","https://openalex.org/W2102235793","https://openalex.org/W2129763896","https://openalex.org/W2609582545","https://openalex.org/W2757145687","https://openalex.org/W2766447860","https://openalex.org/W2769174254","https://openalex.org/W2769793855","https://openalex.org/W2809611171","https://openalex.org/W2887487867","https://openalex.org/W2891220968","https://openalex.org/W2897124762","https://openalex.org/W2900761354","https://openalex.org/W2906614734","https://openalex.org/W2910849319","https://openalex.org/W2915594101","https://openalex.org/W2923875968","https://openalex.org/W2931287495","https://openalex.org/W2933878133","https://openalex.org/W2956420355","https://openalex.org/W2958649520","https://openalex.org/W2969066554","https://openalex.org/W2969596682","https://openalex.org/W2979735277","https://openalex.org/W2980642210","https://openalex.org/W2982391067","https://openalex.org/W2982675512","https://openalex.org/W2991381275","https://openalex.org/W2993471286","https://openalex.org/W3004178587","https://openalex.org/W3014482273","https://openalex.org/W3026665694","https://openalex.org/W3027972301","https://openalex.org/W3030095838","https://openalex.org/W3032039544","https://openalex.org/W3041975366","https://openalex.org/W3045801920","https://openalex.org/W3046232065","https://openalex.org/W3092575840","https://openalex.org/W3094704314","https://openalex.org/W3110880017","https://openalex.org/W3111327686","https://openalex.org/W3112043503","https://openalex.org/W3122789405","https://openalex.org/W3148117486","https://openalex.org/W3182706339","https://openalex.org/W3196866731","https://openalex.org/W3200695110","https://openalex.org/W3201985900","https://openalex.org/W3209954128","https://openalex.org/W4226186048","https://openalex.org/W4285147662"],"related_works":["https://openalex.org/W4417457215","https://openalex.org/W4285147662","https://openalex.org/W2607274449","https://openalex.org/W7127200258","https://openalex.org/W2805644173","https://openalex.org/W7017219314","https://openalex.org/W7167022171","https://openalex.org/W7215399390","https://openalex.org/W2793285166","https://openalex.org/W7149425274"],"abstract_inverted_index":{"Industry":[0],"4.0":[1],"seeks":[2],"waste":[3],"reduction":[4],"via":[5],"the":[6,64,72,106,117,143,155,177],"optimization":[7,40],"of":[8,108,142],"production":[9,37,73,87,104,129,160],"systems":[10],"integrating":[11],"technology":[12],"and":[13,20,51,111,136],"process.In":[14],"addition":[15],"to":[16,70,80,96],"evaluating":[17],"existing":[18],"methods":[19,127],"technologies,":[21],"academia":[22],"also":[23],"develops":[24],"new":[25,30],"ones.This":[26],"research":[27,120],"proposes":[28],"a":[29,60],"hybrid":[31,144,179],"artificial":[32],"intelligence":[33],"(AI)":[34],"solution":[35,133,146],"for":[36,128],"system":[38],"efficiency":[39,88,130,153,171],"that":[41,85,100,123,169],"combines":[42,124],"data":[43,58],"envelopment":[44],"analysis":[45],"(DEA),":[46],"machine":[47],"learning":[48],"(ML)-based":[49],"simulation":[50],"genetic":[52,91],"algorithms":[53],"(GAs)":[54],"using":[55,138,176],"real-world":[56],"sensor":[57],"from":[59],"thermoelectric":[61],"power":[62],"plant.In":[63],"proposed":[65,132,178],"method,":[66],"DEA":[67],"is":[68,78,93],"employed":[69],"identify":[71],"system's":[74],"efficient":[75],"frontier,":[76],"which":[77],"used":[79],"build":[81],"an":[82],"ML":[83],"model":[84],"predicts":[86],"through":[89],"simulation.A":[90],"algorithm":[92],"then":[94],"utilized":[95],"propose":[97],"those":[98],"settings":[99],"result":[101],"in":[102,116],"optimized":[103],"efficiency.Although":[105],"possibility":[107],"combining":[109],"DEA-ML":[110],"ML-GA":[112],"has":[113],"been":[114],"discussed":[115],"literature,":[118],"no":[119],"was":[121,134],"found":[122],"these":[125],"three":[126],"optimization.The":[131],"tested":[135],"validated":[137],"realworld":[139],"data.The":[140],"benefits":[141],"AI":[145,180],"were":[147],"measured":[148],"by":[149,158],"comparing":[150],"its":[151],"predicted":[152],"with":[154,161],"efficiencies":[156],"achieved":[157,175],"running":[159],"conventional":[162],"control-loops":[163],"based":[164],"control":[165],"systems.The":[166],"results":[167],"show":[168],"considerable":[170],"improvement":[172],"can":[173],"be":[174],"solution.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":6}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-09-15T00:00:00"}