{"id":"https://openalex.org/W4415601075","doi":"https://doi.org/10.1016/j.cie.2025.111622","title":"Toward sustainable and customer-centric reverse logistics: Machine learning-enhanced multi-objective optimization","display_name":"Toward sustainable and customer-centric reverse logistics: Machine learning-enhanced multi-objective optimization","publication_year":2025,"publication_date":"2025-10-28","ids":{"openalex":"https://openalex.org/W4415601075","doi":"https://doi.org/10.1016/j.cie.2025.111622"},"language":"en","primary_location":{"id":"doi:10.1016/j.cie.2025.111622","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cie.2025.111622","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,"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":"Computers & Industrial Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.cie.2025.111622","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033281402","display_name":"Elham Jelodari Mamaghani","orcid":null},"institutions":[{"id":"https://openalex.org/I51195161","display_name":"\u00c9cole de management de Lyon","ror":"https://ror.org/009gmrj52","country_code":"FR","type":"education","lineage":["https://openalex.org/I51195161"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Elham Jelodari Mamaghani","raw_affiliation_strings":["Institute of Sustainable Business and Organisations Sciences and Humanities Confluence Research Center-UCLY, ESDES, Lyon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Sustainable Business and Organisations Sciences and Humanities Confluence Research Center-UCLY, ESDES, Lyon, France","institution_ids":["https://openalex.org/I51195161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090969757","display_name":"Olga Batta\u00efa","orcid":"https://orcid.org/0000-0002-5367-7846"},"institutions":[{"id":"https://openalex.org/I51205905","display_name":"Kedge Business School","ror":"https://ror.org/00wk3s644","country_code":"FR","type":"education","lineage":["https://openalex.org/I51205905"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Olga Battaia","raw_affiliation_strings":["Centre of Excellence in Supply Chain and Transportation (CESIT), KEDGE Business School, Bordeaux, France"],"raw_orcid":"https://orcid.org/0000-0002-5367-7846","affiliations":[{"raw_affiliation_string":"Centre of Excellence in Supply Chain and Transportation (CESIT), KEDGE Business School, Bordeaux, France","institution_ids":["https://openalex.org/I51205905"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5090969757"],"corresponding_institution_ids":["https://openalex.org/I51205905"],"apc_list":{"value":3310,"currency":"USD","value_usd":3310},"apc_paid":{"value":3310,"currency":"USD","value_usd":3310},"fwci":4.5948,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.94826035,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"211","issue":null,"first_page":"111622","last_page":"111622"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.5037000179290771,"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":0.5037000179290771,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.06650000065565109,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.03660000115633011,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.27070000767707825},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.2574000060558319},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.24560000002384186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5188000202178955},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.412200003862381},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.35089999437332153},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.27379998564720154},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.249099999666214},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.24899999797344208},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.24560000002384186},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.24160000681877136}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.cie.2025.111622","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cie.2025.111622","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,"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":"Computers & Industrial Engineering","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-05646915v1","is_oa":false,"landing_page_url":"https://ucly.hal.science/hal-05646915","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers & Industrial Engineering, 2026, 211, pp.111622. ⟨10.1016/j.cie.2025.111622⟩","raw_type":"Journal articles"}],"best_oa_location":{"id":"doi:10.1016/j.cie.2025.111622","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cie.2025.111622","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,"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":"Computers & Industrial Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W1965618732","https://openalex.org/W1969029115","https://openalex.org/W1997368401","https://openalex.org/W2012161547","https://openalex.org/W2031596957","https://openalex.org/W2037932849","https://openalex.org/W2040075495","https://openalex.org/W2057559819","https://openalex.org/W2073292534","https://openalex.org/W2073798563","https://openalex.org/W2084924967","https://openalex.org/W2089285195","https://openalex.org/W2090366431","https://openalex.org/W2096658257","https://openalex.org/W2114053383","https://openalex.org/W2126105956","https://openalex.org/W2229539307","https://openalex.org/W2301290695","https://openalex.org/W2320089837","https://openalex.org/W2762118997","https://openalex.org/W2766120497","https://openalex.org/W2888637136","https://openalex.org/W2901305718","https://openalex.org/W2947274448","https://openalex.org/W2947585677","https://openalex.org/W2987130939","https://openalex.org/W2999537755","https://openalex.org/W3010792765","https://openalex.org/W3028512226","https://openalex.org/W3047863327","https://openalex.org/W3064555957","https://openalex.org/W3083618710","https://openalex.org/W3085644258","https://openalex.org/W3111551443","https://openalex.org/W3129625903","https://openalex.org/W3136908367","https://openalex.org/W3158867509","https://openalex.org/W3159134414","https://openalex.org/W3195548603","https://openalex.org/W3198890660","https://openalex.org/W4205766554","https://openalex.org/W4206477496","https://openalex.org/W4226160074","https://openalex.org/W4296894684","https://openalex.org/W4320883629","https://openalex.org/W4321460198","https://openalex.org/W4322721652","https://openalex.org/W4327732542","https://openalex.org/W4379112974","https://openalex.org/W4380741948","https://openalex.org/W4380742293","https://openalex.org/W4387907632","https://openalex.org/W4388088189","https://openalex.org/W4388682883","https://openalex.org/W4390492561","https://openalex.org/W4391543657","https://openalex.org/W4392519880","https://openalex.org/W4393066141","https://openalex.org/W4393224045","https://openalex.org/W4394912678","https://openalex.org/W4396732407","https://openalex.org/W4403162542","https://openalex.org/W4404477856","https://openalex.org/W4404504363","https://openalex.org/W4404844123","https://openalex.org/W4405024146","https://openalex.org/W4406240372","https://openalex.org/W4406557329","https://openalex.org/W4407358204","https://openalex.org/W4408328677","https://openalex.org/W4410560100","https://openalex.org/W4410603942","https://openalex.org/W4411554613","https://openalex.org/W4413335943","https://openalex.org/W4413403347"],"related_works":[],"abstract_inverted_index":{"The":[0,50,133,156,270],"rise":[1],"of":[2,31,135],"e-commerce,":[3],"coupled":[4],"with":[5,41,71,101,209],"increasing":[6],"demands":[7],"for":[8,121],"sustainability":[9,259],"and":[10,19,28,44,46,61,115,130,146,175,195,228,234,247,284],"customer-oriented":[11],"logistics,":[12],"has":[13],"intensified":[14],"interest":[15],"in":[16,84],"reverse":[17,32],"logistics":[18,33,56],"time-sensitive":[20],"delivery":[21],"planning.":[22],"This":[23],"study":[24],"addresses":[25],"a":[26,66,81,91,118],"green":[27],"customer-focused":[29],"variant":[30],"by":[34,188,193,199,226,232],"formulating":[35],"the":[36,125,252,255],"Periodic":[37],"Vehicle":[38],"Routing":[39],"Problem":[40],"Simultaneous":[42],"Pickups":[43],"Deliveries":[45],"Time":[47],"Windows":[48],"(PVRPSPDTW).":[49],"objective":[51],"is":[52,137],"to":[53,172,220,257,261],"jointly":[54],"minimize":[55],"costs,":[57],"CO":[58,166,182,278],"2":[59,144,167,183,279],"emissions,":[60],"time-window":[62],"violations.":[63,178,286],"We":[64],"propose":[65],"mixed-integer":[67],"linear":[68],"programming":[69],"model":[70,120],"soft":[72],"time":[73,196,223],"windows,":[74],"where":[75],"small":[76],"instances":[77],"are":[78],"solved":[79],"using":[80,151],"weighting":[82,126],"method":[83],"CPLEX.":[85],"For":[86],"large-scale":[87],"problems,":[88],"we":[89],"employ":[90],"hybrid":[92],"heuristic":[93],"(XGP-ALNS),":[94],"which":[95],"integrates":[96],"XGBoost":[97,111],"machine":[98],"learning":[99],"technique":[100],"Adaptive":[102],"Large":[103],"Neighborhood":[104],"Search":[105],"(ALNS)":[106],"algorithm.":[107],"In":[108,179,250],"this":[109],"framework,":[110],"guides":[112],"ruin-and-repair":[113],"operators":[114],"serves":[116],"as":[117],"surrogate":[119],"scalarized":[122],"objectives":[123],"through":[124],"method,":[127],"improving":[128],"convergence":[129],"solution":[131],"quality.":[132],"performance":[134],"XGP-ALNS":[136],"benchmarked":[138],"against":[139],"Non-Dominated":[140],"Sorting":[141],"Genetic":[142],"Algorithm":[143],"(NSGA-II)":[145],"multi-objective":[147,153],"memetic":[148],"algorithm":[149],"(MOMA)":[150],"five":[152],"evaluation":[154],"metrics.":[155],"results":[157,271],"reveal":[158],"important":[159],"trade-offs:":[160],"while":[161],"stricter":[162,274],"emissions":[163,187,231,242,275,280],"limits":[164,276],"reduce":[165],",":[168],"they":[169],"also":[170],"lead":[171],"higher":[173],"costs":[174,192,283],"more":[176],"service":[177,217,248,285],"urban":[180],"networks,":[181],"-focused":[184],"optimization":[185],"cuts":[186],"23%":[189],"but":[190,243,281],"increases":[191,212,230],"29%":[194],"window":[197,224],"violations":[198,218],"16%.":[200],"Rural":[201],"networks":[202],"achieve":[203],"larger":[204],"reductions":[205],"(":[206,213],"\u2248":[207,214],"29%)":[208],"minimal":[210],"cost":[211,246],"1\u20131.5%),":[215],"although":[216],"continue":[219],"increase.":[221],"Limiting":[222],"deviations":[225],"20%":[227],"40%":[229],"13%":[233],"27%,":[235],"respectively.":[236],"Deploying":[237],"electric":[238],"vehicles":[239],"eliminates":[240],"direct":[241],"introduces":[244],"moderate":[245],"trade-offs.":[249],"general,":[251],"findings":[253],"underscore":[254],"need":[256],"tailor":[258],"strategies":[260],"specific":[262],"network":[263],"contexts":[264],"rather":[265],"than":[266],"applying":[267],"uniform":[268],"policies.":[269],"highlight":[272],"that":[273],"lower":[277],"raise":[282]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-06-20T20:08:15.867695","created_date":"2025-10-28T00:00:00"}