{"id":"https://openalex.org/W4407237166","doi":"https://doi.org/10.1145/3708778.3708792","title":"Sustainable Scheduling in Manufacturing: Integrating NSGA-II and Discrete-Event Simulation for Hybrid Flowshop Environments","display_name":"Sustainable Scheduling in Manufacturing: Integrating NSGA-II and Discrete-Event Simulation for Hybrid Flowshop Environments","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4407237166","doi":"https://doi.org/10.1145/3708778.3708792"},"language":"en","primary_location":{"id":"doi:10.1145/3708778.3708792","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3708778.3708792","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Computational Intelligence and Intelligent Systems","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/A5000510061","display_name":"Wassim Bouazza","orcid":"https://orcid.org/0000-0001-6290-5591"},"institutions":[{"id":"https://openalex.org/I100445878","display_name":"\u00c9cole Centrale de Nantes","ror":"https://ror.org/03nh7d505","country_code":"FR","type":"education","lineage":["https://openalex.org/I100445878","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210117005","display_name":"Laboratoire des Sciences du Num\u00e9rique de Nantes","ror":"https://ror.org/02snf8m58","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100445878","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I4210117005","https://openalex.org/I4210124215","https://openalex.org/I4210127572","https://openalex.org/I4210139971","https://openalex.org/I97188460","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Wassim Bouazza","raw_affiliation_strings":["LS2N Laboratory, Nantes Universite, Ecole Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000, Nantes, France"],"raw_orcid":"https://orcid.org/0000-0001-6290-5591","affiliations":[{"raw_affiliation_string":"LS2N Laboratory, Nantes Universite, Ecole Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000, Nantes, France","institution_ids":["https://openalex.org/I100445878","https://openalex.org/I1294671590","https://openalex.org/I4210117005","https://openalex.org/I97188460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066460760","display_name":"Yasamin Eslami","orcid":"https://orcid.org/0000-0003-4767-7724"},"institutions":[{"id":"https://openalex.org/I100445878","display_name":"\u00c9cole Centrale de Nantes","ror":"https://ror.org/03nh7d505","country_code":"FR","type":"education","lineage":["https://openalex.org/I100445878","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210117005","display_name":"Laboratoire des Sciences du Num\u00e9rique de Nantes","ror":"https://ror.org/02snf8m58","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100445878","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I4210117005","https://openalex.org/I4210124215","https://openalex.org/I4210127572","https://openalex.org/I4210139971","https://openalex.org/I97188460","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yasamin Eslami","raw_affiliation_strings":["LS2N Laboratory, Nantes Universite, Ecole Centrale Nantes, CNRS, LS2N, UMR 6004, F-44001, Nantes, France"],"raw_orcid":"https://orcid.org/0000-0003-4767-7724","affiliations":[{"raw_affiliation_string":"LS2N Laboratory, Nantes Universite, Ecole Centrale Nantes, CNRS, LS2N, UMR 6004, F-44001, Nantes, France","institution_ids":["https://openalex.org/I100445878","https://openalex.org/I1294671590","https://openalex.org/I4210117005","https://openalex.org/I97188460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070087928","display_name":"Jose-Fernando Jim\u00e9nez","orcid":"https://orcid.org/0000-0001-8336-6240"},"institutions":[{"id":"https://openalex.org/I70900168","display_name":"Universit\u00e9 Savoie Mont Blanc","ror":"https://ror.org/04gqg1a07","country_code":"FR","type":"education","lineage":["https://openalex.org/I70900168"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jose-Fernando Jimenez","raw_affiliation_strings":["Symme Labouratory, Symme Labouratory, Universite Savoie Mont Blanc, Annecy, France"],"raw_orcid":"https://orcid.org/0000-0001-8336-6240","affiliations":[{"raw_affiliation_string":"Symme Labouratory, Symme Labouratory, Universite Savoie Mont Blanc, Annecy, France","institution_ids":["https://openalex.org/I70900168"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033342747","display_name":"Catherine da Cunha","orcid":"https://orcid.org/0000-0002-1330-8384"},"institutions":[{"id":"https://openalex.org/I100445878","display_name":"\u00c9cole Centrale de Nantes","ror":"https://ror.org/03nh7d505","country_code":"FR","type":"education","lineage":["https://openalex.org/I100445878","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210117005","display_name":"Laboratoire des Sciences du Num\u00e9rique de Nantes","ror":"https://ror.org/02snf8m58","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100445878","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I4210117005","https://openalex.org/I4210124215","https://openalex.org/I4210127572","https://openalex.org/I4210139971","https://openalex.org/I97188460","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Catherine Da Cunha","raw_affiliation_strings":["LS2N Laboratory, Nantes Universite, Ecole Centrale Nantes, CNRS, LS2N, UMR 6004, F-44001, Nantes, France"],"raw_orcid":"https://orcid.org/0000-0002-1330-8384","affiliations":[{"raw_affiliation_string":"LS2N Laboratory, Nantes Universite, Ecole Centrale Nantes, CNRS, LS2N, UMR 6004, F-44001, Nantes, France","institution_ids":["https://openalex.org/I100445878","https://openalex.org/I1294671590","https://openalex.org/I4210117005","https://openalex.org/I97188460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7676,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74982111,"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":"94","last_page":"103"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9987000226974487,"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"}},{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9933000206947327,"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"}},{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9858999848365784,"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/discrete-event-simulation","display_name":"Discrete event simulation","score":0.8341490030288696},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6892390251159668},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6767266988754272},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.6006221771240234},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.45802223682403564},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.452978253364563},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4060806334018707},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.35307762026786804},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.2546892464160919},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1826489269733429},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.18232113122940063},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09775453805923462},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.06803959608078003}],"concepts":[{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.8341490030288696},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6892390251159668},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6767266988754272},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.6006221771240234},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.45802223682403564},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.452978253364563},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4060806334018707},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.35307762026786804},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2546892464160919},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1826489269733429},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.18232113122940063},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09775453805923462},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.06803959608078003}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3708778.3708792","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3708778.3708792","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Computational Intelligence and Intelligent Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04940738v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04940738","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CIIS 2024: 2024 The 7th International Conference on Computational Intelligence and Intelligent Systems, 2024, Nagoya, Japan. ACM, pp.94-103, 2025, ⟨10.1145/3708778.3708792⟩","raw_type":"Proceedings"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1976972714","https://openalex.org/W2039875633","https://openalex.org/W2079661120","https://openalex.org/W2089709367","https://openalex.org/W2133121509","https://openalex.org/W2299182309","https://openalex.org/W2560803908","https://openalex.org/W2564772290","https://openalex.org/W2803214760","https://openalex.org/W2891827813","https://openalex.org/W2969750664","https://openalex.org/W3175026956","https://openalex.org/W3182571737","https://openalex.org/W3189420549","https://openalex.org/W4206764064","https://openalex.org/W4255654664","https://openalex.org/W4283460288","https://openalex.org/W4288040708","https://openalex.org/W4318301887","https://openalex.org/W4366085660","https://openalex.org/W4366550082","https://openalex.org/W7110995162"],"related_works":["https://openalex.org/W3204654320","https://openalex.org/W2788818439","https://openalex.org/W4242840380","https://openalex.org/W2161787861","https://openalex.org/W2763128665","https://openalex.org/W4232702346","https://openalex.org/W4401161891","https://openalex.org/W2143568742","https://openalex.org/W1997483715","https://openalex.org/W3149977150"],"abstract_inverted_index":{"One":[0],"of":[1,18,29,154,168,205],"the":[2,27,30,33,53,89,101,109,114,120,137,141,148,151,155,166,176,180,223,239,246],"most":[3],"important":[4],"strategies":[5],"for":[6,74,130,146,228,245,256],"sustainable":[7,11,82,259],"manufacturing":[8,23],"systems":[9],"is":[10,43,72,128,144,232],"scheduling.":[12,83],"It":[13],"involves":[14],"allocating":[15],"a":[16,22,59,75,81,105,126,189,220,253],"set":[17,167],"production":[19],"jobs":[20],"within":[21,136],"environment":[24],"while":[25,140],"ensuring":[26],"fulfilment":[28],"objectives":[31,42],"on":[32],"environmental,":[34],"social,":[35],"and":[36,112,132,150,163,191,211,250],"economic":[37,121],"dimensions.":[38,55,157],"However,":[39],"achieving":[40],"these":[41],"complex,":[44],"as":[45,100,108,119,125],"it":[46],"often":[47],"needs":[48],"balancing":[49],"competing":[50],"priorities":[51],"among":[52,222],"three":[54,156,224],"In":[56],"this":[57,159],"paper,":[58],"three-objectives":[60],"non-dominated":[61,169],"sorting":[62],"genetic":[63],"algorithm":[64],"II":[65],"(NSGA-II)":[66],"coupled":[67],"with":[68],"an":[69],"event-based":[70,142],"simulation":[71,143],"proposed":[73,240],"hybrid":[76,193,247],"flowshop":[77,194,248],"problem,":[78],"to":[79,95,174,199],"reach":[80],"This":[84],"simulation-optimization":[85],"approach,":[86],"which":[87],"encompasses":[88],"Triple-Bottom":[90],"Line":[91],"(TBL)":[92],"objectives,":[93],"aims":[94],"minimize":[96,104,113],"total":[97],"energy":[98],"consumption":[99],"environmental":[102],"dimension,":[103,111,122],"labor":[106],"indicator":[107],"social":[110],"Mean":[115],"Completion":[116],"Time":[117],"(MCT)":[118],"simultaneously.":[123],"NSGA-II,":[124],"meta-heuristic,":[127],"utilized":[129],"exploring":[131],"exploiting":[133],"potential":[134],"solutions":[135,149,244],"feasible":[138],"region,":[139],"used":[145],"evaluating":[147],"fitness":[152],"functions":[153],"Consequently,":[158],"coupling":[160],"approach":[161,241],"promptly":[162],"efficiently":[164],"explores":[165],"solutions,":[170],"or":[171],"Pareto":[172],"front,":[173],"analyze":[175],"real":[177],"trade-off":[178],"between":[179],"TBL.":[181],"Additionally,":[182],"validation":[183],"experiments":[184],"were":[185],"carried":[186],"out":[187],"in":[188,258],"defined":[190],"simulated":[192],"environment,":[195],"featuring":[196],"dynamic":[197],"arrivals,":[198],"examine":[200],"two":[201],"cases:":[202],"one":[203],"consisting":[204],"homogeneously":[206],"skilled":[207,215],"workers":[208,216],"(Case":[209,217],"A)":[210],"another":[212],"comprising":[213],"heterogeneously":[214],"B).":[218],"Furthermore,":[219],"comparison":[221],"single-objective":[225],"algorithms":[226],"(one":[227],"each":[229],"TBL":[230],"target)":[231],"provided.":[233],"The":[234],"preliminary":[235],"results":[236],"suggest":[237],"that":[238],"achieves":[242],"reasonable":[243],"problem":[249],"can":[251],"be":[252],"consistent":[254],"method":[255],"decision-making":[257],"manufacturing.":[260]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}