{"id":"https://openalex.org/W7127300356","doi":"https://doi.org/10.1016/j.cie.2026.111884","title":"Generative AI-based optimization for high-mix warehouses: Integrating agentic LLMs and discrete event simulation","display_name":"Generative AI-based optimization for high-mix warehouses: Integrating agentic LLMs and discrete event simulation","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7127300356","doi":"https://doi.org/10.1016/j.cie.2026.111884"},"language":"en","primary_location":{"id":"doi:10.1016/j.cie.2026.111884","doi":"https://doi.org/10.1016/j.cie.2026.111884","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cie.2026.111884","pdf_url":null,"source":{"id":"https://openalex.org/S196821226","display_name":"Computers & Industrial Engineering","issn_l":"0360-8352","issn":["0360-8352","1879-0550"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-scientific","cwts-core","dongbi-b","fnege-3","jufo-1","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers & Industrial Engineering","raw_type":"journal-article"},"volume":null,"type":"article","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/A5096549899","display_name":"Hicham El baz","orcid":"https://orcid.org/0009-0006-1727-0658","observed_orcids":["https://orcid.org/0009-0006-1727-0658"]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hicham El Baz","raw_affiliation_strings":["School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA"],"raw_orcid":"https://orcid.org/0009-0006-1727-0658","affiliations":[{"raw_affiliation_string":"School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099008034","display_name":"Mohammed-Khalil Ghali","orcid":"https://orcid.org/0009-0003-5109-7084","observed_orcids":["https://orcid.org/0009-0003-5109-7084"]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammed-Khalil Ghali","raw_affiliation_strings":["School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA"],"raw_orcid":"https://orcid.org/0009-0003-5109-7084","affiliations":[{"raw_affiliation_string":"School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026492793","display_name":"Linda Andrus","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405272278","display_name":"The Raymond Corporation (United States)","ror":"https://ror.org/03ws2ae24","country_code":"US","type":"company","lineage":["https://openalex.org/I4405272278"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Linda Andrus","raw_affiliation_strings":["The Raymond Corporation, 22 South Canal Street, Greene, 13778, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Raymond Corporation, 22 South Canal Street, Greene, 13778, NY, USA","institution_ids":["https://openalex.org/I4405272278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047648692","display_name":"Daehan Won","orcid":"https://orcid.org/0000-0002-2566-8061","observed_orcids":["https://orcid.org/0000-0002-2566-8061"]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daehan Won","raw_affiliation_strings":["School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA"],"raw_orcid":"https://orcid.org/0000-0002-2566-8061","affiliations":[{"raw_affiliation_string":"School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002827424","display_name":"Sang Won Yoon","orcid":"https://orcid.org/0000-0002-1613-0745","observed_orcids":["https://orcid.org/0000-0002-1613-0745"]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sang Won Yoon","raw_affiliation_strings":["School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5146883995","display_name":"Yong Wang","orcid":"https://orcid.org/0000-0003-2156-9610","observed_orcids":["https://orcid.org/0000-0003-2156-9610"]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yong Wang","raw_affiliation_strings":["School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA"],"raw_orcid":"https://orcid.org/0000-0003-2156-9610","affiliations":[{"raw_affiliation_string":"School of Systems Science and Industrial Engineering, Binghamton University, 4400 Vestal Pkwy E, Binghamton, 13902, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5146883995"],"corresponding_institution_ids":["https://openalex.org/I123946342"],"apc_list":{"value":3790,"currency":"USD","value_usd":3790},"apc_paid":null,"fwci":14.64,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.98762663,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"214","issue":null,"first_page":"111884","last_page":"111884"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9984999895095825,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9984999895095825,"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/T10328","display_name":"Supply Chain and Inventory Management","score":0.00019999999494757503,"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/T11195","display_name":"Simulation Techniques and Applications","score":0.00019999999494757503,"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/agentic-large-language-models","display_name":"agentic large language models","score":0.824999988079071},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"discrete event simulation","score":0.8270000219345093},{"id":"https://openalex.org/keywords/cycle-time-reduction","display_name":"cycle time reduction","score":0.9150000214576721},{"id":"https://openalex.org/keywords/material-flow","display_name":"material flow","score":0.527999997138977},{"id":"https://openalex.org/keywords/throughput-improvement","display_name":"throughput improvement","score":0.36899998784065247}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.603600025177002},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5613999962806702},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5199999809265137},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.459199994802475},{"id":"https://openalex.org/C50416739","wikidata":"https://www.wikidata.org/wiki/Q181623","display_name":"Warehouse","level":2,"score":0.41929998993873596},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.41609999537467957},{"id":"https://openalex.org/C2776544517","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Unexpected events","level":2,"score":0.4153999984264374},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.4034000039100647},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4020000100135803},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3495999872684479},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3102000057697296},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2969000041484833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28790000081062317},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.28139999508857727},{"id":"https://openalex.org/C2780968500","wikidata":"https://www.wikidata.org/wiki/Q25304881","display_name":"Simulation-based optimization","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26179999113082886},{"id":"https://openalex.org/C2989134064","wikidata":"https://www.wikidata.org/wiki/Q288510","display_name":"Execution time","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.25690001249313354},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.25189998745918274},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2502000033855438}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.cie.2026.111884","doi":"https://doi.org/10.1016/j.cie.2026.111884","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cie.2026.111884","pdf_url":null,"source":{"id":"https://openalex.org/S196821226","display_name":"Computers & Industrial Engineering","issn_l":"0360-8352","issn":["0360-8352","1879-0550"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-scientific","cwts-core","dongbi-b","fnege-3","jufo-1","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers & Industrial Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.8970999717712402,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2002772301","https://openalex.org/W2128970394","https://openalex.org/W2911775872","https://openalex.org/W2989639297","https://openalex.org/W2989980356","https://openalex.org/W3003867477","https://openalex.org/W3034251721","https://openalex.org/W3039361266","https://openalex.org/W3130546063","https://openalex.org/W3136058160","https://openalex.org/W3171384595","https://openalex.org/W3175423153","https://openalex.org/W3194807680","https://openalex.org/W3195575592","https://openalex.org/W4293722505","https://openalex.org/W4311729633","https://openalex.org/W4313898243","https://openalex.org/W4319297053","https://openalex.org/W4362717493","https://openalex.org/W4377246019","https://openalex.org/W4387842184","https://openalex.org/W4390837170","https://openalex.org/W4391264794","https://openalex.org/W4391963386","https://openalex.org/W4400118952","https://openalex.org/W4401709899","https://openalex.org/W4402036307","https://openalex.org/W4402633535","https://openalex.org/W4403063898","https://openalex.org/W4405062553","https://openalex.org/W4406714995","https://openalex.org/W4409349813"],"related_works":["https://openalex.org/W2613845739","https://openalex.org/W2181059453","https://openalex.org/W4391963386","https://openalex.org/W4405872525","https://openalex.org/W4323058378","https://openalex.org/W7155531290","https://openalex.org/W7221756461","https://openalex.org/W7131068836","https://openalex.org/W7217144296","https://openalex.org/W7163424700"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":5}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-02-04T00:00:00"}