{"id":"https://openalex.org/W4310055576","doi":"https://doi.org/10.1080/00207543.2022.2148011","title":"Data-driven hierarchical learning and real-time decision-making of equipment scheduling and location assignment in automatic high-density storage systems","display_name":"Data-driven hierarchical learning and real-time decision-making of equipment scheduling and location assignment in automatic high-density storage systems","publication_year":2022,"publication_date":"2022-11-25","ids":{"openalex":"https://openalex.org/W4310055576","doi":"https://doi.org/10.1080/00207543.2022.2148011"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2022.2148011","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2022.2148011","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","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/A5054565492","display_name":"Zhun Xu","orcid":"https://orcid.org/0009-0000-0641-1255"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhun Xu","raw_affiliation_strings":["School of Mechanical Engineering, Tongji University, Shanghai, People\u2019s Republic of China","School of Mechanical Engineering, Tongji University, Shanghai, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Tongji University, Shanghai, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"School of Mechanical Engineering, Tongji University, Shanghai, People's Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101605465","display_name":"Liyun Xu","orcid":"https://orcid.org/0000-0003-2776-5495"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Liyun Xu","raw_affiliation_strings":["School of Mechanical Engineering, Tongji University, Shanghai, People\u2019s Republic of China","School of Mechanical Engineering, Tongji University, Shanghai, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Tongji University, Shanghai, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"School of Mechanical Engineering, Tongji University, Shanghai, People's Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086015675","display_name":"Xufeng Ling","orcid":"https://orcid.org/0000-0001-5217-3614"},"institutions":[{"id":"https://openalex.org/I21945476","display_name":"Shanghai Normal University","ror":"https://ror.org/01cxqmw89","country_code":"CN","type":"education","lineage":["https://openalex.org/I21945476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xufeng Ling","raw_affiliation_strings":["Engineering Department, Shanghai Normal University Tianhua College, Shanghai, People\u2019s Republic of China","Engineering Department, Shanghai Normal University Tianhua College, Shanghai, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Shanghai Normal University Tianhua College, Shanghai, People\u2019s Republic of China","institution_ids":["https://openalex.org/I21945476"]},{"raw_affiliation_string":"Engineering Department, Shanghai Normal University Tianhua College, Shanghai, People's Republic of China","institution_ids":["https://openalex.org/I21945476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001437027","display_name":"Beikun Zhang","orcid":"https://orcid.org/0000-0002-8804-896X"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beikun Zhang","raw_affiliation_strings":["School of Mechanical Engineering, Tongji University, Shanghai, People\u2019s Republic of China","School of Mechanical Engineering, Tongji University, Shanghai, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Tongji University, Shanghai, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"School of Mechanical Engineering, Tongji University, Shanghai, People's Republic of China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5086015675","https://openalex.org/A5101605465"],"corresponding_institution_ids":["https://openalex.org/I116953780","https://openalex.org/I21945476"],"apc_list":null,"apc_paid":null,"fwci":1.4671,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.84249687,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"61","issue":"21","first_page":"7333","last_page":"7352"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.996399998664856,"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":0.996399998664856,"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":0.9905999898910522,"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/T12288","display_name":"Optimization and Search Problems","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6631501913070679},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6376365423202515},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5503636002540588},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5045691728591919},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.4288490414619446},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.29931676387786865},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.10564941167831421}],"concepts":[{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6631501913070679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6376365423202515},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5503636002540588},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5045691728591919},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.4288490414619446},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29931676387786865},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.10564941167831421},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/00207543.2022.2148011","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2022.2148011","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:61:y:2023:i:21:p:7333-7352","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2022.2148011","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7400000095367432,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1535731802","display_name":null,"funder_award_id":"51975417","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":30,"referenced_works":["https://openalex.org/W2011643826","https://openalex.org/W2032147932","https://openalex.org/W2033272835","https://openalex.org/W2035057469","https://openalex.org/W2055504011","https://openalex.org/W2067088507","https://openalex.org/W2089695197","https://openalex.org/W2116064496","https://openalex.org/W2136922672","https://openalex.org/W2202505358","https://openalex.org/W2319337047","https://openalex.org/W2534506352","https://openalex.org/W2773606106","https://openalex.org/W2916944508","https://openalex.org/W2935969359","https://openalex.org/W2974498203","https://openalex.org/W2978503109","https://openalex.org/W2987194828","https://openalex.org/W2998773627","https://openalex.org/W3012656115","https://openalex.org/W3049468855","https://openalex.org/W3087936393","https://openalex.org/W3092123368","https://openalex.org/W3093668234","https://openalex.org/W3094901347","https://openalex.org/W3158785097","https://openalex.org/W3183714391","https://openalex.org/W3203678671","https://openalex.org/W3210972560","https://openalex.org/W4242984905"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4205958290","https://openalex.org/W4386462264"],"abstract_inverted_index":{"Automated":[0],"high-density":[1],"storage":[2],"systems":[3],"(AHDSS)":[4],"have":[5,165],"attracted":[6],"widespread":[7],"attention":[8],"in":[9,66],"recent":[10],"years":[11],"owing":[12,23],"to":[13,24,38,55,90,145],"their":[14],"advantages":[15],"of":[16,27,85,121,131],"high":[17],"throughput":[18],"and":[19,30,41,61,77,97,106,136,177],"space":[20],"utilisation.":[21],"However,":[22],"the":[25,57,86,111,140,147,178,182],"characteristics":[26],"large-scale,":[28],"multi-disturbance,":[29],"short-period":[31],"task":[32],"scenarios,":[33],"a":[34,50,103,166,171],"system":[35],"is":[36,116,175],"required":[37],"make":[39],"instant":[40],"efficient":[42],"decisions.":[43],"To":[44],"this":[45,47],"end,":[46],"paper":[48],"proposes":[49],"data-driven":[51],"real-time":[52,58,78],"decision-making":[53,107],"method":[54,70,142],"solve":[56],"equipment":[59,95],"scheduling":[60,96,123],"dynamic":[62],"location":[63,98,137],"assignment":[64,99],"problem":[65,174],"AHDSS.":[67],"The":[68,80,118],"proposed":[69,183],"comprises":[71],"two":[72],"phases:":[73],"decision":[74],"scheme":[75,100],"learning":[76,105,120,155,162,168],"decision-making.":[79],"operation":[81],"state":[82],"attribute":[83],"features":[84],"AHDSS":[87,173],"were":[88],"constructed":[89],"generate":[91],"training":[92],"data":[93],"for":[94,151],"learning.":[101],"Thereafter,":[102],"hierarchical":[104],"mechanism":[108],"based":[109],"on":[110],"deep":[112],"belief":[113],"network":[114],"(DBN)":[115],"proposed.":[117],"integrated":[119],"better":[122],"solutions":[124],"was":[125,143],"realised":[126],"by":[127],"establishing":[128],"three-stage":[129],"models":[130],"lift":[132],"selection,":[133,135],"shuttle":[134],"priority.":[138],"Additionally,":[139],"Taguchi":[141],"adopted":[144],"determine":[146],"best":[148],"performance":[149],"parameters":[150],"DBNs":[152,164],"at":[153],"different":[154],"stages.":[156],"Compared":[157],"with":[158],"other":[159],"well-known":[160],"machine":[161],"algorithms,":[163],"higher":[167],"accuracy.":[169],"Finally,":[170],"real-world":[172],"studied,":[176],"results":[179],"demonstrate":[180],"that":[181],"approach":[184],"outperforms":[185],"existing":[186],"dispatching":[187],"rules.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
