{"id":"https://openalex.org/W7124697892","doi":"https://doi.org/10.1007/s44443-025-00458-9","title":"Inventory optimization under supply chain disruptions: Leveraging large language models for human-AI collaborative decision-making","display_name":"Inventory optimization under supply chain disruptions: Leveraging large language models for human-AI collaborative decision-making","publication_year":2026,"publication_date":"2026-01-19","ids":{"openalex":"https://openalex.org/W7124697892","doi":"https://doi.org/10.1007/s44443-025-00458-9"},"language":"en","primary_location":{"id":"doi:10.1007/s44443-025-00458-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-025-00458-9","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1007/s44443-025-00458-9","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5123353173","display_name":"Ruijing Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I11406153","display_name":"Shanghai International Studies University","ror":"https://ror.org/01bn89z48","country_code":"CN","type":"education","lineage":["https://openalex.org/I11406153"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruijing Wu","raw_affiliation_strings":["School of Business and Management, Shanghai International Studies University, 1550 Wenxiang Road, Shanghai, 201620, China"],"affiliations":[{"raw_affiliation_string":"School of Business and Management, Shanghai International Studies University, 1550 Wenxiang Road, Shanghai, 201620, China","institution_ids":["https://openalex.org/I11406153"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5123353173"],"corresponding_institution_ids":["https://openalex.org/I11406153"],"apc_list":{"value":1350,"currency":"USD","value_usd":1350},"apc_paid":{"value":1350,"currency":"USD","value_usd":1350},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11710259,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"38","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.13670000433921814,"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/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.13670000433921814,"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":0.09109999984502792,"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/T10328","display_name":"Supply Chain and Inventory Management","score":0.08810000121593475,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.6935999989509583},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6164000034332275},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6049000024795532},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.46219998598098755},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4542999863624573},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.43700000643730164},{"id":"https://openalex.org/keywords/supply-chain-optimization","display_name":"Supply chain optimization","score":0.4165000021457672},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4138000011444092}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.6935999989509583},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6852999925613403},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6164000034332275},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6049000024795532},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.46219998598098755},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4542999863624573},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.43700000643730164},{"id":"https://openalex.org/C2779150434","wikidata":"https://www.wikidata.org/wiki/Q7644532","display_name":"Supply chain optimization","level":4,"score":0.4165000021457672},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4138000011444092},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.3813999891281128},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3684999942779541},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3677000105381012},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.36250001192092896},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.35929998755455017},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.335999995470047},{"id":"https://openalex.org/C59594135","wikidata":"https://www.wikidata.org/wiki/Q5249242","display_name":"Decision model","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.3188999891281128},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.29910001158714294},{"id":"https://openalex.org/C193254401","wikidata":"https://www.wikidata.org/wiki/Q2160088","display_name":"Robust optimization","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.2863999903202057},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.2630000114440918}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44443-025-00458-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-025-00458-9","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:650cd78c168d4453918e854bbf699f28","is_oa":true,"landing_page_url":"https://doaj.org/article/650cd78c168d4453918e854bbf699f28","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of King Saud University: Computer and Information Sciences, Vol 38, Iss 2 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44443-025-00458-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-025-00458-9","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5559153557","display_name":null,"funder_award_id":"72501186","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6755441356","display_name":null,"funder_award_id":"23YJC630190","funder_id":"https://openalex.org/F4320335982","funder_display_name":"Humanities and Social Science Fund of Ministry of Education of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335982","display_name":"Humanities and Social Science Fund of Ministry of Education of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2517150318","https://openalex.org/W2557407000","https://openalex.org/W2560772940","https://openalex.org/W2608380762","https://openalex.org/W2611868950","https://openalex.org/W2753411542","https://openalex.org/W2767974885","https://openalex.org/W2810507576","https://openalex.org/W2945825203","https://openalex.org/W2970462289","https://openalex.org/W3014483325","https://openalex.org/W3026226282","https://openalex.org/W3121568017","https://openalex.org/W3122474876","https://openalex.org/W3189084231","https://openalex.org/W3207270226","https://openalex.org/W4226158673","https://openalex.org/W4280592337","https://openalex.org/W4283031986","https://openalex.org/W4309860036","https://openalex.org/W4312179117","https://openalex.org/W4379521334","https://openalex.org/W4383987374","https://openalex.org/W4385603455","https://openalex.org/W4386846054","https://openalex.org/W4388706421","https://openalex.org/W4391431073","https://openalex.org/W4395049438","https://openalex.org/W4395465432","https://openalex.org/W4401542156","https://openalex.org/W4401827123","https://openalex.org/W4403534800","https://openalex.org/W4406089307"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"This":[1],"study":[2],"pioneers":[3],"the":[4,57,75,96,118],"integration":[5],"of":[6,30,59,80,98,121],"large":[7],"language":[8],"models":[9],"(LLMs)":[10],"into":[11],"simulation-based":[12,44],"inventory":[13],"optimization":[14,35,41,46],"under":[15,65],"supply":[16,138],"chain":[17,139],"disruptions.":[18],"We":[19],"develop":[20],"and":[21,40,43,62,78,84,105,126,137],"compare":[22],"three":[23],"human\u2013AI":[24,122],"collaborative":[25],"approaches":[26],"with":[27,112],"varying":[28],"degrees":[29],"automation:":[31],"fully":[32],"automated":[33,38],"direct":[34],"(FADO),":[36],"two-stage":[37],"simulation":[39,111],"(TASO),":[42],"human-specified":[45,113],"(SHSO).":[47],"Through":[48],"extensive":[49],"numerical":[50],"experiments,":[51],"we":[52],"evaluate":[53],"their":[54],"performance":[55],"using":[56],"probability":[58],"correct":[60],"selection":[61],"solution":[63],"quality":[64],"different":[66],"operational":[67],"conditions.":[68],"Results":[69],"show":[70],"that":[71],"while":[72],"FADO":[73],"offers":[74],"greatest":[76],"automation":[77],"ease":[79],"implementation,":[81],"its":[82],"accuracy":[83],"stability":[85],"are":[86],"limited.":[87],"TASO":[88],"enhances":[89],"computational":[90],"robustness":[91],"but":[92],"remains":[93],"sensitive":[94],"to":[95,133],"granularity":[97],"parameters.":[99],"SHSO":[100],"consistently":[101],"achieves":[102],"statistically":[103],"optimal":[104],"stable":[106],"outcomes":[107],"by":[108],"combining":[109],"LLM-driven":[110],"algorithms.":[114],"These":[115],"findings":[116],"advance":[117],"theoretical":[119],"understanding":[120],"collaboration":[123],"in":[124],"operations":[125],"provide":[127],"actionable":[128],"guidance":[129],"for":[130],"managers":[131],"seeking":[132],"enhance":[134],"decision":[135],"reliability":[136],"resilience.":[140]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-20T00:00:00"}