{"id":"https://openalex.org/W4405761890","doi":"https://doi.org/10.1051/ro/2024230","title":"Robust optimization for supply chain with routing problem: a learning-based approach","display_name":"Robust optimization for supply chain with routing problem: a learning-based approach","publication_year":2024,"publication_date":"2024-12-24","ids":{"openalex":"https://openalex.org/W4405761890","doi":"https://doi.org/10.1051/ro/2024230"},"language":"en","primary_location":{"id":"doi:10.1051/ro/2024230","is_oa":true,"landing_page_url":"https://doi.org/10.1051/ro/2024230","pdf_url":"https://www.rairo-ro.org/articles/ro/pdf/forth/ro240522.pdf","source":{"id":"https://openalex.org/S4393919633","display_name":"RAIRO. Operations research","issn_l":"2804-7303","issn":["2804-7303"],"is_oa":true,"is_in_doaj":false,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"RAIRO - Operations Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.rairo-ro.org/articles/ro/pdf/forth/ro240522.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Hami Talebi","orcid":null},"institutions":[{"id":"https://openalex.org/I2802594446","display_name":"Islamic Azad University of Parand","ror":"https://ror.org/02mgtjj52","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I2802594446"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Hami Talebi","raw_affiliation_strings":["Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University","institution_ids":["https://openalex.org/I2802594446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022456522","display_name":"Mehran Khalaj","orcid":"https://orcid.org/0000-0001-6510-2911"},"institutions":[{"id":"https://openalex.org/I2802594446","display_name":"Islamic Azad University of Parand","ror":"https://ror.org/02mgtjj52","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I2802594446"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mehran Khalaj","raw_affiliation_strings":["Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University","institution_ids":["https://openalex.org/I2802594446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109228230","display_name":"Davood Jafari","orcid":null},"institutions":[{"id":"https://openalex.org/I2802594446","display_name":"Islamic Azad University of Parand","ror":"https://ror.org/02mgtjj52","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I2802594446"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Davood Jafari","raw_affiliation_strings":["Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University","institution_ids":["https://openalex.org/I2802594446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021417743","display_name":"Parisa Mousavi Ahranjani","orcid":null},"institutions":[{"id":"https://openalex.org/I2802594446","display_name":"Islamic Azad University of Parand","ror":"https://ror.org/02mgtjj52","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I2802594446"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Parisa Mousavi Ahranjani","raw_affiliation_strings":["Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University","institution_ids":["https://openalex.org/I2802594446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040084574","display_name":"Amir Hossein Kamali Dolatabadi","orcid":"https://orcid.org/0000-0002-8843-9573"},"institutions":[{"id":"https://openalex.org/I2802594446","display_name":"Islamic Azad University of Parand","ror":"https://ror.org/02mgtjj52","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I2802594446"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Amir Hossein Kamali Dolatabadi","raw_affiliation_strings":["Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Parand and Robat Karim Branch Islamic Azad University","institution_ids":["https://openalex.org/I2802594446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5022456522"],"corresponding_institution_ids":["https://openalex.org/I2802594446"],"apc_list":null,"apc_paid":null,"fwci":0.5331,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80345314,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"59","issue":"6","first_page":"3945","last_page":"3967"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.9977999925613403,"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":0.9977999925613403,"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/T10328","display_name":"Supply Chain and Inventory Management","score":0.9962000250816345,"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/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9814000129699707,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.7234031558036804},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6988688111305237},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6655097007751465},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6564726829528809},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5881006717681885},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"Supply chain management","score":0.5602886080741882},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4703633487224579},{"id":"https://openalex.org/keywords/supply-chain-optimization","display_name":"Supply chain optimization","score":0.449015349149704},{"id":"https://openalex.org/keywords/robust-optimization","display_name":"Robust optimization","score":0.4297623932361603},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.36200129985809326},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.35908734798431396},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.30211958289146423},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.24644389748573303},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.23558828234672546},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15876176953315735},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15629342198371887},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.13194897770881653},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.1132889986038208}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.7234031558036804},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6988688111305237},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6655097007751465},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6564726829528809},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5881006717681885},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.5602886080741882},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4703633487224579},{"id":"https://openalex.org/C2779150434","wikidata":"https://www.wikidata.org/wiki/Q7644532","display_name":"Supply chain optimization","level":4,"score":0.449015349149704},{"id":"https://openalex.org/C193254401","wikidata":"https://www.wikidata.org/wiki/Q2160088","display_name":"Robust optimization","level":2,"score":0.4297623932361603},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.36200129985809326},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.35908734798431396},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.30211958289146423},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.24644389748573303},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.23558828234672546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15876176953315735},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15629342198371887},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.13194897770881653},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.1132889986038208},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1051/ro/2024230","is_oa":true,"landing_page_url":"https://doi.org/10.1051/ro/2024230","pdf_url":"https://www.rairo-ro.org/articles/ro/pdf/forth/ro240522.pdf","source":{"id":"https://openalex.org/S4393919633","display_name":"RAIRO. Operations research","issn_l":"2804-7303","issn":["2804-7303"],"is_oa":true,"is_in_doaj":false,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"RAIRO - Operations Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1051/ro/2024230","is_oa":true,"landing_page_url":"https://doi.org/10.1051/ro/2024230","pdf_url":"https://www.rairo-ro.org/articles/ro/pdf/forth/ro240522.pdf","source":{"id":"https://openalex.org/S4393919633","display_name":"RAIRO. Operations research","issn_l":"2804-7303","issn":["2804-7303"],"is_oa":true,"is_in_doaj":false,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"RAIRO - Operations 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/W4405761890.pdf","grobid_xml":"https://content.openalex.org/works/W4405761890.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1542523037","https://openalex.org/W1975828823","https://openalex.org/W2024060531","https://openalex.org/W2034001752","https://openalex.org/W2045306539","https://openalex.org/W2066420949","https://openalex.org/W2088794698","https://openalex.org/W2112373038","https://openalex.org/W2118578357","https://openalex.org/W2127061258","https://openalex.org/W2127331687","https://openalex.org/W2155032754","https://openalex.org/W2467730800","https://openalex.org/W2666782741","https://openalex.org/W2734426901","https://openalex.org/W2741996838","https://openalex.org/W2913870466","https://openalex.org/W3016450932","https://openalex.org/W3084352314","https://openalex.org/W3089413606","https://openalex.org/W3110762372","https://openalex.org/W3113153349","https://openalex.org/W3136908367","https://openalex.org/W3157100883","https://openalex.org/W3158694080","https://openalex.org/W3162719517","https://openalex.org/W3163010181","https://openalex.org/W4200042162","https://openalex.org/W4251616545","https://openalex.org/W4288048318","https://openalex.org/W4288695994","https://openalex.org/W4315641469","https://openalex.org/W4316654748","https://openalex.org/W4317355127","https://openalex.org/W4386198948","https://openalex.org/W4387436860","https://openalex.org/W4390331543","https://openalex.org/W4390708674","https://openalex.org/W4391804783","https://openalex.org/W4401588156"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2382156830","https://openalex.org/W1969037328","https://openalex.org/W2488905969","https://openalex.org/W2381349752","https://openalex.org/W2800850955"],"abstract_inverted_index":{"Effective":[0],"supply":[1,54,122],"chain":[2,55,123],"management":[3],"is":[4,19],"crucial":[5],"for":[6,129],"businesses":[7],"to":[8,52,107,109,131],"remain":[9],"competitive":[10],"in":[11,57],"today\u2019s":[12],"dynamic":[13],"market.":[14],"Despite":[15],"extensive":[16],"research,":[17],"there":[18],"a":[20,40,126],"lack":[21],"of":[22,117],"integrated":[23],"approaches":[24],"that":[25,43],"simultaneously":[26],"address":[27,132],"resource":[28],"allocation,":[29],"routing,":[30],"and":[31,49,65,76,97,134],"delivery":[32],"scheduling":[33],"under":[34],"uncertain":[35],"conditions.":[36],"This":[37],"study":[38,84],"develops":[39],"hybrid":[41],"framework":[42],"combines":[44],"robust":[45],"optimization,":[46,124],"simulated":[47],"annealing,":[48],"reinforcement":[50],"learning":[51],"enhance":[53,135],"operations":[56],"complex":[58],"networks":[59],"involving":[60],"fixed":[61],"suppliers,":[62],"distribution":[63],"centers,":[64],"customers.":[66],"Empirical":[67],"results":[68],"from":[69,85],"rigorous":[70],"testing":[71],"demonstrate":[72],"significant":[73],"efficiency":[74],"improvements":[75],"adaptability":[77],"across":[78],"diverse":[79],"scenarios.":[80],"A":[81],"real-world":[82],"case":[83],"the":[86,90,104,115],"logistics":[87],"sector":[88],"highlights":[89],"practical":[91],"benefits,":[92],"achieving":[93],"notable":[94],"cost":[95],"savings":[96],"operational":[98],"robustness.":[99],"Sensitivity":[100],"analysis":[101],"further":[102],"underscores":[103],"model\u2019s":[105],"capability":[106],"adapt":[108],"parameter":[110],"variations.":[111],"These":[112],"findings":[113],"emphasize":[114],"value":[116],"incorporating":[118],"learning-based":[119],"strategies":[120],"into":[121],"offering":[125],"powerful":[127],"tool":[128],"organizations":[130],"uncertainty":[133],"decision-making":[136],"efficiency.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}