{"id":"https://openalex.org/W4400877254","doi":"https://doi.org/10.1109/tase.2024.3428541","title":"Enhancing E-Commerce Warehouse Order Fulfillment Through Predictive Order Reservation Using Machine Learning","display_name":"Enhancing E-Commerce Warehouse Order Fulfillment Through Predictive Order Reservation Using Machine Learning","publication_year":2024,"publication_date":"2024-07-22","ids":{"openalex":"https://openalex.org/W4400877254","doi":"https://doi.org/10.1109/tase.2024.3428541"},"language":"en","primary_location":{"id":"doi:10.1109/tase.2024.3428541","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2024.3428541","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Automation Science and Engineering","raw_type":"journal-article"},"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/A5069935160","display_name":"Yuexin Kang","orcid":"https://orcid.org/0009-0007-0578-3090"},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuexin Kang","raw_affiliation_strings":["Division of Logistics and Transportation, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","Shenzhen International Graduate School, Division of Logistics and Transportation, Tsinghua University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Division of Logistics and Transportation, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]},{"raw_affiliation_string":"Shenzhen International Graduate School, Division of Logistics and Transportation, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114030155","display_name":"Zhiqiang Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqiang Qu","raw_affiliation_strings":["Division of Logistics and Transportation, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","Shenzhen International Graduate School, Division of Logistics and Transportation, Tsinghua University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Division of Logistics and Transportation, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]},{"raw_affiliation_string":"Shenzhen International Graduate School, Division of Logistics and Transportation, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050922748","display_name":"Peng Yang","orcid":"https://orcid.org/0000-0002-6780-2847"},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Yang","raw_affiliation_strings":["Division of Logistics and Transportation, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","Shenzhen International Graduate School, Division of Logistics and Transportation, Tsinghua University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Division of Logistics and Transportation, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]},{"raw_affiliation_string":"Shenzhen International Graduate School, Division of Logistics and Transportation, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5069935160"],"corresponding_institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":2.0535,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.8767384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"22","issue":null,"first_page":"5700","last_page":"5713"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9842000007629395,"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":0.9842000007629395,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9754999876022339,"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/reservation","display_name":"Reservation","score":0.6741504073143005},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.6734238862991333},{"id":"https://openalex.org/keywords/order-fulfillment","display_name":"Order fulfillment","score":0.6511384844779968},{"id":"https://openalex.org/keywords/warehouse","display_name":"Warehouse","score":0.5608037710189819},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49198266863822937},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.33840906620025635},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.22249945998191833},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.16448500752449036},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.12429338693618774},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.122589111328125}],"concepts":[{"id":"https://openalex.org/C2777632111","wikidata":"https://www.wikidata.org/wiki/Q1937518","display_name":"Reservation","level":2,"score":0.6741504073143005},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.6734238862991333},{"id":"https://openalex.org/C2778963849","wikidata":"https://www.wikidata.org/wiki/Q1473552","display_name":"Order fulfillment","level":3,"score":0.6511384844779968},{"id":"https://openalex.org/C50416739","wikidata":"https://www.wikidata.org/wiki/Q181623","display_name":"Warehouse","level":2,"score":0.5608037710189819},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49198266863822937},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.33840906620025635},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.22249945998191833},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.16448500752449036},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.12429338693618774},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.122589111328125},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tase.2024.3428541","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2024.3428541","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Automation Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G3310821917","display_name":null,"funder_award_id":"GJHZ20220913143003006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3958332527","display_name":null,"funder_award_id":"72372088","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1531600130","https://openalex.org/W1838676881","https://openalex.org/W1987361686","https://openalex.org/W1988119270","https://openalex.org/W1990935605","https://openalex.org/W2001242796","https://openalex.org/W2008453290","https://openalex.org/W2012526506","https://openalex.org/W2014149998","https://openalex.org/W2028620341","https://openalex.org/W2084046903","https://openalex.org/W2091550641","https://openalex.org/W2128970394","https://openalex.org/W2287925039","https://openalex.org/W2409243358","https://openalex.org/W2486348843","https://openalex.org/W2560979030","https://openalex.org/W2610897102","https://openalex.org/W2612619957","https://openalex.org/W2732893316","https://openalex.org/W2756240103","https://openalex.org/W2890563915","https://openalex.org/W2898227265","https://openalex.org/W2952367389","https://openalex.org/W3008964286","https://openalex.org/W3011646207","https://openalex.org/W3134792445","https://openalex.org/W3159294153","https://openalex.org/W3176212226","https://openalex.org/W3198096078","https://openalex.org/W3210358068","https://openalex.org/W4205258958","https://openalex.org/W4210648800","https://openalex.org/W4243150065","https://openalex.org/W4312365214","https://openalex.org/W4386408553","https://openalex.org/W4390034995","https://openalex.org/W6632255762","https://openalex.org/W6774581290"],"related_works":["https://openalex.org/W2012874307","https://openalex.org/W1995270330","https://openalex.org/W2379680826","https://openalex.org/W2503131558","https://openalex.org/W1976043492","https://openalex.org/W4226257868","https://openalex.org/W3214346900","https://openalex.org/W1563127315","https://openalex.org/W2535427723","https://openalex.org/W2981061788"],"abstract_inverted_index":{"Order":[0],"batching":[1,66,98,152,247,321],"plays":[2],"a":[3,100,243],"pivotal":[4],"role":[5],"in":[6,56,154,206,222,280],"enhancing":[7],"order":[8,32,58,65,70,111,122,157,174,224,229,238,246,250,273,320,324,334,339,344,349,359,374],"fulfillment":[9],"efficiency":[10,105,201],"within":[11],"both":[12],"manual":[13,338],"and":[14,82,127,148,231,275,307,347,377],"robotic":[15,348],"warehousing":[16],"systems.":[17],"Rare":[18],"attention":[19],"has":[20],"been":[21],"devoted":[22],"to":[23,77,99,164,184,197,226,262,286,299,309,332],"the":[24,41,57,63,73,140,167,173,179,190,199,223,228,234,265,270,281,291,311,317,358],"impact":[25],"of":[26,44,91,142,156,162,193,202,237,272,303,313,373],"future":[27,83,353],"incoming":[28],"orders":[29,47,50,55,93,196,221,370],"on":[30,132],"online":[31,64,121,151,203,245,319],"batching.":[33],"This":[34,240],"study":[35],"addresses":[36,120],"this":[37,109],"gap":[38],"by":[39,189],"exploring":[40],"potential":[42,235],"benefits":[43,168,236,261],"reserving":[45,195],"suitable":[46],"when":[48,172],"upcoming":[49],"share":[51],"similarities":[52,79],"with":[53,68,160,178,249,323],"existing":[54,282],"pool.":[59],"Specifically,":[60],"we":[61,113,355],"investigate":[62],"problem":[67,192],"predictive":[69,110],"reservation,":[71,112],"employing":[72],"Ensemble":[74],"Learning":[75],"method,":[76],"predict":[78],"between":[80],"current":[81,287],"orders.":[84],"Our":[85],"proposed":[86,144,256,266,292,318],"approach":[87,145,248,257,322],"involves":[88],"deliberate":[89],"reservation":[90,251,325,360],"certain":[92],"upon":[94],"arrival,":[95],"deferring":[96],"their":[97],"subsequent":[101],"period":[102],"for":[103],"additional":[104],"gains.":[106],"To":[107],"operationalize":[108],"develop":[114],"an":[115,136],"algorithmic":[116],"framework":[117,294],"that":[118,214],"comprehensively":[119],"batching,":[123,125],"encompassing":[124],"sequencing,":[126],"assignment.":[128],"Experimental":[129],"results,":[130],"conducted":[131],"real":[133],"data":[134],"from":[135],"e-commerce":[137,207],"warehouse,":[138],"demonstrate":[139],"superiority":[141],"our":[143],"over":[146],"fixed":[147],"variable":[149],"time-window":[150],"algorithms":[153],"terms":[155],"turnover":[158,375],"time,":[159],"improvements":[161],"up":[163],"6.1%.":[165],"Notably,":[166],"are":[169],"more":[170],"pronounced":[171],"arrival":[175],"rate":[176],"aligns":[177],"available":[180],"picking":[181,205,335,340,345,350],"resources.":[182],"Note":[183],"Practitioners\u2014This":[185],"paper":[186,241],"was":[187],"motivated":[188],"practical":[191],"predictively":[194],"improve":[198,269],"holistic":[200],"batch":[204,230,274],"warehouses.":[208],"Existing":[209],"approaches":[210],"generally":[211],"have":[212],"assumed":[213],"warehouse":[215],"management":[216],"system":[217,346],"(WMS)":[218],"releases":[219],"all":[220],"pool":[225],"generate":[227],"not":[232],"considered":[233],"reservation.":[239],"proposes":[242],"new":[244],"using":[252,326],"machine":[253,327],"learning.":[254],"The":[255],"could":[258,268,276,295],"bring":[259],"many":[260],"practitioners.":[263],"Firstly,":[264],"algorithm":[267,293],"quality":[271],"easily":[277,297],"be":[278,296,330],"embedded":[279],"WMS":[283],"without":[284],"interference":[285],"operation":[288,304],"process.":[289],"Secondly,":[290],"re-configured":[298],"cover":[300],"diverse":[301],"scenarios":[302],"strategy":[305],"combination":[306],"used":[308,331],"evaluate":[310],"performance":[312],"different":[314,363],"methods.":[315],"Thirdly,":[316],"learning":[328],"can":[329],"various":[333],"systems":[336],"including":[337],"system,":[341],"human-robot":[342],"collaborative":[343],"system.":[351],"In":[352],"research,":[354],"will":[356],"address":[357],"mechanism":[361],"considering":[362],"objective":[364],"functions,":[365],"such":[366],"as":[367],"minimizing":[368],"tardy":[369],"or":[371],"variance":[372],"time":[376],"explore":[378],"its":[379],"applicable":[380],"scenarios.":[381]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}