{"id":"https://openalex.org/W3167906405","doi":"https://doi.org/10.1080/17477778.2021.1931500","title":"A hybrid simulation approach applied in sustainability performance assessment in make-to-order supply chains: The case of a commercial aircraft manufacturer","display_name":"A hybrid simulation approach applied in sustainability performance assessment in make-to-order supply chains: The case of a commercial aircraft manufacturer","publication_year":2021,"publication_date":"2021-05-31","ids":{"openalex":"https://openalex.org/W3167906405","doi":"https://doi.org/10.1080/17477778.2021.1931500","mag":"3167906405"},"language":"en","primary_location":{"id":"doi:10.1080/17477778.2021.1931500","doi":"https://doi.org/10.1080/17477778.2021.1931500","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17477778.2021.1931500","pdf_url":null,"source":{"id":"https://openalex.org/S207180383","display_name":"Journal of Simulation","issn_l":"1747-7778","issn":["1747-7778","1747-7786","1774-7786"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-class-a","anvur-scientific","cwts-core","dongbi-d","jufo-1","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Simulation","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5050046456","display_name":"C\u00e1tia Barbosa","orcid":"https://orcid.org/0000-0002-5499-0914","observed_orcids":["https://orcid.org/0000-0002-5499-0914"]},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]},{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"C\u00e1tia Barbosa","raw_affiliation_strings":["Faculdade De Engenharia, University of Porto, Porto, Portugal","INESC TEC, Campus Da FEUP, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculdade De Engenharia, University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"INESC TEC, Campus Da FEUP, Porto, Portugal","institution_ids":["https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060442709","display_name":"Carlos Malarranha","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I4387152517","display_name":"Instituto Superior T\u00e9cnico","ror":"https://ror.org/03db2by73","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517"]},{"id":"https://openalex.org/I4405253165","display_name":"Centro de Estudos de Gest\u00e3o","ror":"https://ror.org/00c9yng40","country_code":"PT","type":"facility","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517","https://openalex.org/I4405253165"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Carlos Malarranha","raw_affiliation_strings":["Centro De Estudos De Gestao, IST, Universidade De Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centro De Estudos De Gestao, IST, Universidade De Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103","https://openalex.org/I4387152517","https://openalex.org/I4405253165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015253889","display_name":"Am\u00e9rico Lopes Azevedo","orcid":"https://orcid.org/0000-0002-9659-5488","observed_orcids":["https://orcid.org/0000-0002-9659-5488"]},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]},{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Am\u00e9rico Azevedo","raw_affiliation_strings":["Faculdade De Engenharia, University of Porto, Porto, Portugal","INESC TEC, Campus Da FEUP, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculdade De Engenharia, University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"INESC TEC, Campus Da FEUP, Porto, Portugal","institution_ids":["https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022622324","display_name":"Ana Isabel Cerqueira de Sousa Gouveia Carvalho","orcid":"https://orcid.org/0000-0001-7848-7574","observed_orcids":["https://orcid.org/0000-0001-7848-7574"]},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I4387152517","display_name":"Instituto Superior T\u00e9cnico","ror":"https://ror.org/03db2by73","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517"]},{"id":"https://openalex.org/I4405253165","display_name":"Centro de Estudos de Gest\u00e3o","ror":"https://ror.org/00c9yng40","country_code":"PT","type":"facility","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517","https://openalex.org/I4405253165"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ana Carvalho","raw_affiliation_strings":["Centro De Estudos De Gestao, IST, Universidade De Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centro De Estudos De Gestao, IST, Universidade De Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103","https://openalex.org/I4387152517","https://openalex.org/I4405253165"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000477976","display_name":"Ana Paula Barbosa\u2010P\u00f3voa","orcid":"https://orcid.org/0000-0001-6594-9653","observed_orcids":["https://orcid.org/0000-0001-6594-9653"]},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I4387152517","display_name":"Instituto Superior T\u00e9cnico","ror":"https://ror.org/03db2by73","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517"]},{"id":"https://openalex.org/I4405253165","display_name":"Centro de Estudos de Gest\u00e3o","ror":"https://ror.org/00c9yng40","country_code":"PT","type":"facility","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517","https://openalex.org/I4405253165"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ana Barbosa-P\u00f3voa","raw_affiliation_strings":["Centro De Estudos De Gestao, IST, Universidade De Lisboa, Lisboa, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-6594-9653","affiliations":[{"raw_affiliation_string":"Centro De Estudos De Gestao, IST, Universidade De Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103","https://openalex.org/I4387152517","https://openalex.org/I4405253165"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5015253889"],"corresponding_institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210166615"],"apc_list":null,"apc_paid":null,"fwci":1.7073,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.86888512,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"32","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.5932999849319458,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.5932999849319458,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.2345999926328659,"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/T11810","display_name":"Complex Systems and Decision Making","score":0.055399999022483826,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/make-to-order-supply-chain","display_name":"make-to-order supply chain","score":0.9959999918937683},{"id":"https://openalex.org/keywords/sustainability-performance-measurement","display_name":"sustainability performance measurement","score":0.8370000123977661},{"id":"https://openalex.org/keywords/hybrid-simulation","display_name":"hybrid simulation","score":0.7170000076293945},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"system dynamics","score":0.8420000076293945},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"discrete event simulation","score":0.9990000128746033},{"id":"https://openalex.org/keywords/agent-based-modeling","display_name":"agent-based modeling","score":1.0},{"id":"https://openalex.org/keywords/sustainability-indicators","display_name":"sustainability indicators","score":0.7770000100135803},{"id":"https://openalex.org/keywords/commercial-aircraft-manufacturing","display_name":"commercial aircraft manufacturing","score":0.8199999928474426},{"id":"https://openalex.org/keywords/aerospace-supply-chain","display_name":"aerospace supply chain","score":0.6869999766349792},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"decision support system","score":0.9259999990463257}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.7841944694519043},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.759928822517395},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.5876161456108093},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.5683212876319885},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.5356646776199341},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.39016515016555786},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.36773091554641724},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.35242071747779846},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.326635479927063},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.32351598143577576},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.30802273750305176},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.15874096751213074},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08342650532722473},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17477778.2021.1931500","doi":"https://doi.org/10.1080/17477778.2021.1931500","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17477778.2021.1931500","pdf_url":null,"source":{"id":"https://openalex.org/S207180383","display_name":"Journal of Simulation","issn_l":"1747-7778","issn":["1747-7778","1747-7786","1774-7786"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-class-a","anvur-scientific","cwts-core","dongbi-d","jufo-1","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Simulation","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tjsmxx:v:17:y:2023:i:1:p:32-57","doi":null,"is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/17477778.2021.1931500","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Responsible consumption and production","score":0.8799999952316284,"id":"https://metadata.un.org/sdg/12"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W560606545","https://openalex.org/W986525850","https://openalex.org/W1535456418","https://openalex.org/W1672610948","https://openalex.org/W1966433653","https://openalex.org/W1969465829","https://openalex.org/W1973798734","https://openalex.org/W1976516505","https://openalex.org/W1976541070","https://openalex.org/W1978169196","https://openalex.org/W1979236986","https://openalex.org/W1986256730","https://openalex.org/W1997383668","https://openalex.org/W2003445468","https://openalex.org/W2004258850","https://openalex.org/W2005917419","https://openalex.org/W2007699488","https://openalex.org/W2010778283","https://openalex.org/W2014599355","https://openalex.org/W2022473658","https://openalex.org/W2025760344","https://openalex.org/W2026211352","https://openalex.org/W2027582662","https://openalex.org/W2028255097","https://openalex.org/W2031663910","https://openalex.org/W2035076020","https://openalex.org/W2040615778","https://openalex.org/W2043331640","https://openalex.org/W2044129643","https://openalex.org/W2046974738","https://openalex.org/W2049799115","https://openalex.org/W2049806837","https://openalex.org/W2053719588","https://openalex.org/W2058691193","https://openalex.org/W2062628379","https://openalex.org/W2071496984","https://openalex.org/W2073469845","https://openalex.org/W2093111169","https://openalex.org/W2093819495","https://openalex.org/W2106630418","https://openalex.org/W2108209609","https://openalex.org/W2127250502","https://openalex.org/W2136883857","https://openalex.org/W2145446598","https://openalex.org/W2145754727","https://openalex.org/W2158604123","https://openalex.org/W2163977170","https://openalex.org/W2164768649","https://openalex.org/W2170491183","https://openalex.org/W2287186335","https://openalex.org/W2423139801","https://openalex.org/W2468453627","https://openalex.org/W2476182396","https://openalex.org/W2481000929","https://openalex.org/W2550793565","https://openalex.org/W2560833789","https://openalex.org/W2615294923","https://openalex.org/W2765251152","https://openalex.org/W2782879127","https://openalex.org/W2788458178","https://openalex.org/W2790337674","https://openalex.org/W2901045408","https://openalex.org/W2947578635","https://openalex.org/W2971373323","https://openalex.org/W2988934653","https://openalex.org/W4231304761","https://openalex.org/W4247241208","https://openalex.org/W4247245104","https://openalex.org/W4248107379","https://openalex.org/W4251375099"],"related_works":["https://openalex.org/W2900873911","https://openalex.org/W2901045408","https://openalex.org/W4407834837","https://openalex.org/W1600593870","https://openalex.org/W2292957009","https://openalex.org/W2019782701","https://openalex.org/W4253889139","https://openalex.org/W7090061112","https://openalex.org/W4402327211","https://openalex.org/W2043331640"],"abstract_inverted_index":{"Make-to-order":[0],"(MTO)":[1],"supply":[2,30,54,130],"chains":[3],"(SC),":[4],"common":[5],"in":[6,50],"aerospace":[7,110],"industries,":[8],"are":[9,47],"very":[10],"complex":[11],"compared":[12],"to":[13,86,108,114],"mass":[14],"production":[15],"chains.":[16],"Moreover,":[17],"one":[18],"of":[19,89,119,143],"the":[20,40,52,87,116,128,141,144],"significant":[21],"long-term":[22],"challenges":[23],"is":[24,34,83,106],"sustainability":[25,58,79,117,134],"performance":[26,59,74,118,135],"across":[27],"its":[28],"entire":[29,53],"chain.":[31],"However,":[32],"this":[33,67,125],"not":[35,139],"an":[36,109],"easy":[37],"task":[38],"given":[39],"complexity":[41],"involved,":[42],"so":[43],"decision":[44],"support":[45],"tools":[46],"fundamental":[48],"instruments":[49],"understanding":[51],"chain":[55,131],"from":[56,132],"a":[57,64,70,133],"perspective.":[60],"Using":[61],"simulation":[62,91,102],"as":[63],"research":[65],"method,":[66],"article":[68],"proposes":[69],"hybrid":[71,84],"and":[72,100,137,148],"hierarchical":[73],"assessment":[75],"model,":[76],"considering":[77],"key":[78],"indicators.":[80],"The":[81,104],"model":[82,105],"due":[85],"use":[88],"different":[90],"methods\u2013":[92],"System":[93],"Dynamics":[94],"(SD),":[95],"Discrete":[96],"Event":[97],"Simulation":[98],"(DES),":[99],"Agent-based":[101],"(ABS).":[103],"applied":[107],"manufacturer\u2019s":[111],"real":[112],"case":[113],"assess":[115],"alternative":[120],"SC.":[121],"Unlike":[122],"existing":[123],"contributions,":[124],"work":[126],"addresses":[127],"make-to-order":[129],"perspective":[136],"does":[138],"compromise":[140],"representation":[142],"diverse":[145],"manufacturing":[146],"functions":[147],"resources.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-06-22T00:00:00"}