{"id":"https://openalex.org/W4388223983","doi":"https://doi.org/10.1080/00207543.2023.2276811","title":"From natural language to simulations: applying AI to automate simulation modelling of logistics systems","display_name":"From natural language to simulations: applying AI to automate simulation modelling of logistics systems","publication_year":2023,"publication_date":"2023-11-02","ids":{"openalex":"https://openalex.org/W4388223983","doi":"https://doi.org/10.1080/00207543.2023.2276811"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2023.2276811","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2023.2276811","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2023.2276811?download=true","source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"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 Production Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2023.2276811?download=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035485597","display_name":"Ilya Jackson","orcid":"https://orcid.org/0000-0002-7457-6040"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ilya Jackson","raw_affiliation_strings":["Massachusetts Institute of Technology","Center for Transportation &amp; Logistics, Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Center for Transportation &amp; Logistics, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062433768","display_name":"Mar\u00eda Jes\u00fas S\u00e1enz","orcid":"https://orcid.org/0000-0003-1409-6421"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maria Jesus Saenz","raw_affiliation_strings":["Massachusetts Institute of Technology","Center for Transportation &amp; Logistics, Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Center for Transportation &amp; Logistics, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085640653","display_name":"Dmitry Ivanov","orcid":"https://orcid.org/0000-0003-4932-9627"},"institutions":[{"id":"https://openalex.org/I205892228","display_name":"Berlin School of Economics and Law","ror":"https://ror.org/03rkmps36","country_code":"DE","type":"education","lineage":["https://openalex.org/I205892228"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dmitry Ivanov","raw_affiliation_strings":["Berlin School of Economics and Law","Berlin School of Economics and Law, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Berlin School of Economics and Law","institution_ids":["https://openalex.org/I205892228"]},{"raw_affiliation_string":"Berlin School of Economics and Law, Berlin, Germany","institution_ids":["https://openalex.org/I205892228"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5035485597"],"corresponding_institution_ids":["https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":34.208,"has_fulltext":true,"cited_by_count":147,"citation_normalized_percentile":{"value":0.99876035,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"62","issue":"4","first_page":"1434","last_page":"1457"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9800000190734863,"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/T11719","display_name":"Data Quality and Management","score":0.9800000190734863,"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.9484999775886536,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7292466163635254},{"id":"https://openalex.org/keywords/simulation-modeling","display_name":"Simulation modeling","score":0.6244961619377136},{"id":"https://openalex.org/keywords/underpinning","display_name":"Underpinning","score":0.5941675305366516},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5657636523246765},{"id":"https://openalex.org/keywords/simulation-language","display_name":"Simulation language","score":0.5394078493118286},{"id":"https://openalex.org/keywords/modeling-language","display_name":"Modeling language","score":0.5181385278701782},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5074705481529236},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.4441138505935669},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.41221171617507935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39561977982521057},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.329948753118515},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.2644718885421753},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18625736236572266},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1289389729499817}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7292466163635254},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.6244961619377136},{"id":"https://openalex.org/C2780871342","wikidata":"https://www.wikidata.org/wiki/Q7883752","display_name":"Underpinning","level":2,"score":0.5941675305366516},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5657636523246765},{"id":"https://openalex.org/C141218545","wikidata":"https://www.wikidata.org/wiki/Q7521336","display_name":"Simulation language","level":2,"score":0.5394078493118286},{"id":"https://openalex.org/C179603123","wikidata":"https://www.wikidata.org/wiki/Q1941921","display_name":"Modeling language","level":3,"score":0.5181385278701782},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5074705481529236},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.4441138505935669},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.41221171617507935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39561977982521057},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.329948753118515},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2644718885421753},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18625736236572266},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1289389729499817},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/00207543.2023.2276811","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2023.2276811","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2023.2276811?download=true","source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"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 Production Research","raw_type":"journal-article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/164295","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/164295","pdf_url":"https://dspace.mit.edu/bitstream/1721.1/164295/2/From%20natural%20language%20to%20simulations%20%20applying%20AI%20to%20automate%20simulation%20modelling%20of%20logistics%20systems.pdf","source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Taylor & Francis","raw_type":"http://purl.org/eprint/type/JournalArticle"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:62:y:2024:i:4:p:1434-1457","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2023.2276811","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,"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":{"id":"doi:10.1080/00207543.2023.2276811","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2023.2276811","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00207543.2023.2276811?download=true","source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"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 Production Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388223983.pdf","grobid_xml":"https://content.openalex.org/works/W4388223983.grobid-xml"},"referenced_works_count":100,"referenced_works":["https://openalex.org/W648152870","https://openalex.org/W1480526195","https://openalex.org/W1565743895","https://openalex.org/W1810943226","https://openalex.org/W1982520400","https://openalex.org/W1986657956","https://openalex.org/W1994955415","https://openalex.org/W2000605851","https://openalex.org/W2020721888","https://openalex.org/W2028140375","https://openalex.org/W2042948469","https://openalex.org/W2080267268","https://openalex.org/W2085607178","https://openalex.org/W2101105183","https://openalex.org/W2102204388","https://openalex.org/W2272486091","https://openalex.org/W2282771357","https://openalex.org/W2296157284","https://openalex.org/W2344444819","https://openalex.org/W2555242775","https://openalex.org/W2571336675","https://openalex.org/W2612769033","https://openalex.org/W2765992545","https://openalex.org/W2766005220","https://openalex.org/W2805183640","https://openalex.org/W2885051956","https://openalex.org/W2903509201","https://openalex.org/W2913268564","https://openalex.org/W2919115771","https://openalex.org/W2922903482","https://openalex.org/W2937040248","https://openalex.org/W2944727737","https://openalex.org/W2962879323","https://openalex.org/W2970515480","https://openalex.org/W2993834601","https://openalex.org/W2998704965","https://openalex.org/W3005444529","https://openalex.org/W3010589997","https://openalex.org/W3017357696","https://openalex.org/W3021395787","https://openalex.org/W3026347338","https://openalex.org/W3030163527","https://openalex.org/W3042290176","https://openalex.org/W3098605233","https://openalex.org/W3102123817","https://openalex.org/W3105247453","https://openalex.org/W3106921155","https://openalex.org/W3110460191","https://openalex.org/W3119866685","https://openalex.org/W3132736064","https://openalex.org/W3136027957","https://openalex.org/W3152153304","https://openalex.org/W3160638507","https://openalex.org/W3174303509","https://openalex.org/W3177813494","https://openalex.org/W3178853696","https://openalex.org/W3186461460","https://openalex.org/W3193062375","https://openalex.org/W3198449425","https://openalex.org/W3198953741","https://openalex.org/W3206540055","https://openalex.org/W3211492005","https://openalex.org/W3212279072","https://openalex.org/W4200195738","https://openalex.org/W4200301016","https://openalex.org/W4206342576","https://openalex.org/W4210676461","https://openalex.org/W4220701138","https://openalex.org/W4221127588","https://openalex.org/W4224228312","https://openalex.org/W4226082499","https://openalex.org/W4226208584","https://openalex.org/W4226353612","https://openalex.org/W4229017629","https://openalex.org/W4246202615","https://openalex.org/W4283205649","https://openalex.org/W4285166394","https://openalex.org/W4285210484","https://openalex.org/W4289126737","https://openalex.org/W4293576670","https://openalex.org/W4295249297","https://openalex.org/W4306967000","https://openalex.org/W4308067623","https://openalex.org/W4309088836","https://openalex.org/W4309335173","https://openalex.org/W4309674289","https://openalex.org/W4312919639","https://openalex.org/W4319985241","https://openalex.org/W4321496102","https://openalex.org/W4324144082","https://openalex.org/W4362473338","https://openalex.org/W4366817968","https://openalex.org/W4378806532","https://openalex.org/W4379521334","https://openalex.org/W4379654086","https://openalex.org/W4383906686","https://openalex.org/W4385237875","https://openalex.org/W4385418327","https://openalex.org/W4386319113","https://openalex.org/W6680532216"],"related_works":["https://openalex.org/W2050941446","https://openalex.org/W1979380088","https://openalex.org/W2567755860","https://openalex.org/W1988291691","https://openalex.org/W2784313134","https://openalex.org/W2020835098","https://openalex.org/W2076293640","https://openalex.org/W2626980612","https://openalex.org/W4233324769","https://openalex.org/W2172109507"],"abstract_inverted_index":{"Our":[0],"research":[1],"strives":[2],"to":[3,112],"examine":[4],"how":[5,22,111],"simulation":[6,36,74,95,114,139],"models":[7,75,115],"of":[8,35,50,87,94,104,116,132,138],"logistics":[9,117],"systems":[10,29,60,118],"can":[11,30],"be":[12],"produced":[13],"automatically":[14],"from":[15],"verbal":[16,65,122],"descriptions":[17],"in":[18,32],"natural":[19,106],"language":[20,70,88,107],"and":[21,25,57,78,101],"human":[23],"experts":[24],"artificial":[26],"intelligence":[27],"(AI)-based":[28],"collaborate":[31],"the":[33,44,69,84,121,136],"domain":[34],"modelling.We":[37],"demonstrate":[38],"that":[39],"a":[40,64,67,91,102,105,129],"framework":[41,109],"constructed":[42],"upon":[43],"refined":[45],"GPT-3":[46],"Codex":[47],"is":[48],"capable":[49],"generating":[51],"functionally":[52],"valid":[53],"simulations":[54],"for":[55,76,135],"queuing":[56],"inventory":[58,77],"management":[59],"when":[61],"provided":[62],"with":[63,83],"explanation.As":[66],"result,":[68],"model":[71,96],"could":[72],"produce":[73],"process":[79],"control.These":[80],"results,":[81],"along":[82],"rapid":[85],"improvement":[86],"models,":[89],"enable":[90],"significant":[92],"simplification":[93],"development.Our":[97],"study":[98],"offers":[99,128],"guidelines":[100],"design":[103],"processing-based":[108],"on":[110],"build":[113],"automatically,":[119],"given":[120],"description.In":[123],"generalised":[124],"terms,":[125],"our":[126],"work":[127],"technological":[130],"underpinning":[131],"human-AI":[133],"collaboration":[134],"development":[137],"models.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":43},{"year":2025,"cited_by_count":71},{"year":2024,"cited_by_count":30},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}
