{"id":"https://openalex.org/W4415821317","doi":"https://doi.org/10.1109/tsmc.2025.3624888","title":"Collaboration\u2013Competition Estimation of Distribution Algorithm for Flexible Job Shop Co-Scheduling With Multiload AGVs","display_name":"Collaboration\u2013Competition Estimation of Distribution Algorithm for Flexible Job Shop Co-Scheduling With Multiload AGVs","publication_year":2025,"publication_date":"2025-11-03","ids":{"openalex":"https://openalex.org/W4415821317","doi":"https://doi.org/10.1109/tsmc.2025.3624888"},"language":null,"primary_location":{"id":"doi:10.1109/tsmc.2025.3624888","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3624888","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","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/A5102541404","display_name":"Yao Huang","orcid":"https://orcid.org/0000-0003-3073-5254"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Huang","raw_affiliation_strings":["School of Mechanical and Electronical Engineering, China University of Mining and Technology (Beijing), Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3073-5254","affiliations":[{"raw_affiliation_string":"School of Mechanical and Electronical Engineering, China University of Mining and Technology (Beijing), Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058828628","display_name":"Yinan Guo","orcid":"https://orcid.org/0000-0002-4276-5410"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinan Guo","raw_affiliation_strings":["School of Mechanical and Electronical Engineering, China University of Mining and Technology (Beijing), Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4276-5410","affiliations":[{"raw_affiliation_string":"School of Mechanical and Electronical Engineering, China University of Mining and Technology (Beijing), Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115591641","display_name":"Hong Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Wei","raw_affiliation_strings":["School of Mechanical and Electronical Engineering, China University of Mining and Technology (Beijing), Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical and Electronical Engineering, China University of Mining and Technology (Beijing), Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042584819","display_name":"Jianbin Xin","orcid":"https://orcid.org/0000-0002-1024-4135"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbin Xin","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-1024-4135","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040583251","display_name":"Shengxiang Yang","orcid":"https://orcid.org/0000-0001-7222-4917"},"institutions":[{"id":"https://openalex.org/I66943878","display_name":"De Montfort University","ror":"https://ror.org/0312pnr83","country_code":"GB","type":"education","lineage":["https://openalex.org/I66943878"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shengxiang Yang","raw_affiliation_strings":["Institute of Artificial Intelligence, School of Computer Science and Informatics, De Montfort University, Leicester, U.K","School of Computer Science and Informatics, Institute of Artificial Intelligence, De Montfort University, Leicester, U.K"],"raw_orcid":"https://orcid.org/0000-0001-7222-4917","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, School of Computer Science and Informatics, De Montfort University, Leicester, U.K","institution_ids":["https://openalex.org/I66943878"]},{"raw_affiliation_string":"School of Computer Science and Informatics, Institute of Artificial Intelligence, De Montfort University, Leicester, U.K","institution_ids":["https://openalex.org/I66943878"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5554,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86363741,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"56","issue":"1","first_page":"321","last_page":"335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.7889000177383423,"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":0.7889000177383423,"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":0.07779999822378159,"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/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.07440000027418137,"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/initialization","display_name":"Initialization","score":0.6664999723434448},{"id":"https://openalex.org/keywords/job-shop","display_name":"Job shop","score":0.6295999884605408},{"id":"https://openalex.org/keywords/automated-guided-vehicle","display_name":"Automated guided vehicle","score":0.6212000250816345},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.5756999850273132},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.564300000667572},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.4165000021457672},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.40470001101493835},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.4043999910354614},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.3668999969959259}],"concepts":[{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.6664999723434448},{"id":"https://openalex.org/C2777243215","wikidata":"https://www.wikidata.org/wiki/Q1493226","display_name":"Job shop","level":5,"score":0.6295999884605408},{"id":"https://openalex.org/C2776068756","wikidata":"https://www.wikidata.org/wiki/Q1368584","display_name":"Automated guided vehicle","level":2,"score":0.6212000250816345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.614799976348877},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.5756999850273132},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.564300000667572},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4893999993801117},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4271000027656555},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4165000021457672},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.40470001101493835},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.4043999910354614},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.3668999969959259},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.3531000018119812},{"id":"https://openalex.org/C2777869240","wikidata":"https://www.wikidata.org/wiki/Q1424398","display_name":"Flexible manufacturing system","level":3,"score":0.34549999237060547},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.32749998569488525},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.32420000433921814},{"id":"https://openalex.org/C149441793","wikidata":"https://www.wikidata.org/wiki/Q200726","display_name":"Probability distribution","level":2,"score":0.31279999017715454},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.30379998683929443},{"id":"https://openalex.org/C158336966","wikidata":"https://www.wikidata.org/wiki/Q3074426","display_name":"Flow shop scheduling","level":4,"score":0.3021000027656555},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.30070000886917114},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.2915000021457672},{"id":"https://openalex.org/C52121051","wikidata":"https://www.wikidata.org/wiki/Q43193","display_name":"Truck","level":2,"score":0.2865000069141388},{"id":"https://openalex.org/C2778047078","wikidata":"https://www.wikidata.org/wiki/Q82299449","display_name":"Tardiness","level":4,"score":0.2825999855995178},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2678999900817871},{"id":"https://openalex.org/C122123141","wikidata":"https://www.wikidata.org/wiki/Q176623","display_name":"Random variable","level":2,"score":0.25440001487731934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2025.3624888","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3624888","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5107126576","display_name":null,"funder_award_id":"U23A20340","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5349225889","display_name":null,"funder_award_id":"2024YFC3016300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6584702084","display_name":null,"funder_award_id":"61973305","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320320006","display_name":"Royal Society","ror":"https://ror.org/03wnrjx87"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2414365832","https://openalex.org/W2911832276","https://openalex.org/W2966408967","https://openalex.org/W3048851762","https://openalex.org/W3092560364","https://openalex.org/W3108272015","https://openalex.org/W3125435058","https://openalex.org/W3128992509","https://openalex.org/W3130515520","https://openalex.org/W3153326479","https://openalex.org/W3172780424","https://openalex.org/W4206900727","https://openalex.org/W4210633183","https://openalex.org/W4210876519","https://openalex.org/W4285724883","https://openalex.org/W4291595106","https://openalex.org/W4294114281","https://openalex.org/W4294310893","https://openalex.org/W4297474582","https://openalex.org/W4312819473","https://openalex.org/W4362508036","https://openalex.org/W4379117181","https://openalex.org/W4385756415","https://openalex.org/W4387108081","https://openalex.org/W4388088957","https://openalex.org/W4391341255","https://openalex.org/W4392672995","https://openalex.org/W4392802932","https://openalex.org/W4396884140","https://openalex.org/W4399797387","https://openalex.org/W4407090442","https://openalex.org/W4410054950","https://openalex.org/W4411019726"],"related_works":[],"abstract_inverted_index":{"Flexible":[0],"job":[1,36],"shop":[2],"co-scheduling":[3,72,106],"problems":[4],"(FJSCSPs)":[5],"normally":[6],"adopt":[7],"single-load":[8],"automated":[9],"guided":[10],"vehicles":[11],"(AGVs)":[12],"for":[13,82,138,151],"transportation,":[14],"possibly":[15],"causing":[16],"the":[17,24,57,62,88,112,131,135,174,177,186,201,216,229,233,239,242,256,260],"waste":[18],"of":[19,122,143,176,244,263],"load":[20,40,98,246],"capacity.":[21],"To":[22,171],"enhance":[23,215],"transportation":[25,103],"efficiency,":[26],"a":[27,119,160,191,205],"multiload":[28],"AGVs":[29,153],"(MAGVs)":[30],"that":[31,228,251],"carry":[32],"more":[33,68],"than":[34],"one":[35],"simultaneously":[37],"within":[38],"its":[39,252],"capacity":[41,247],"come":[42],"into":[43],"use":[44],"in":[45,218],"flexible":[46,136],"manufacturing":[47],"systems":[48],"(FMSs).":[49],"In":[50,145],"this":[51,105],"scenario,":[52],"transit":[53],"throughput":[54],"can":[55],"achieve":[56],"obvious":[58],"improvement":[59],"without":[60],"increasing":[61],"vehicle":[63],"fleet":[64],"size,":[65],"having":[66],"become":[67],"prevalent":[69],"gradually.":[70],"However,":[71],"machines":[73,155],"and":[74,93,102,140,154,158,189],"MAGVs":[75],"is":[76,80,108,126,164,212],"seldom":[77],"investigated,":[78],"which":[79],"crucial":[81],"maximizing":[83],"production":[84,249],"efficiency":[85],"due":[86],"to":[87,129,166,199,214],"inherent":[89],"interdependence":[90],"between":[91],"transporting":[92],"processing.":[94],"Considering":[95],"constraints":[96],"on":[97,209,224,241,248],"capacity,":[99],"task":[100],"assignment,":[101],"sequence,":[104],"problem":[107],"formulated":[109],"by":[110,134,184],"minimizing":[111],"makespan":[113],"as":[114],"an":[115],"optimization":[116],"objective.":[117],"Subsequently,":[118],"collaboration\u2013competition":[120,192],"estimation":[121],"distribution":[123],"algorithm":[124,231],"(CCEDA)":[125],"put":[127],"forward":[128],"solve":[130],"difficulties":[132],"caused":[133],"sequence":[137],"pickup":[139],"delivery":[141],"tasks":[142],"MAGVs.":[144,264],"particular,":[146],"two":[147],"problem-related":[148],"heuristic":[149],"rules":[150],"selecting":[152],"are":[156,182],"designed,":[157],"then":[159,190],"hybrid":[161],"initialization":[162],"strategy":[163],"developed":[165],"produce":[167],"high-quality":[168],"initial":[169],"individuals.":[170],"comprehensively":[172],"describe":[173],"landscape":[175],"problem,":[178],"multiple":[179],"probability":[180],"models":[181,198],"established":[183],"learning":[185],"elite":[187],"solutions,":[188],"mechanism":[193],"adaptively":[194],"samples":[195],"using":[196],"different":[197],"maintain":[200],"high-efficiency":[202],"exploration.":[203],"Furthermore,":[204],"local":[206],"search":[207],"based":[208],"variable":[210],"neighborhood":[211],"introduced":[213],"exploitation":[217],"promising":[219],"regions.":[220],"The":[221],"experimental":[222],"results":[223],"30":[225],"instances":[226],"expose":[227],"proposed":[230],"outperforms":[232],"other":[234],"state-of-the-art":[235],"algorithms":[236],"significantly.":[237],"Also,":[238],"analysis":[240],"impact":[243],"AGV":[245],"confirms":[250],"increase":[253],"effectively":[254],"reduces":[255],"makespan,":[257],"thereby":[258],"demonstrating":[259],"practical":[261],"value":[262]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-12-19T00:32:22.182498","created_date":"2025-11-03T00:00:00"}