{"id":"https://openalex.org/W4414008175","doi":"https://doi.org/10.1109/tsmc.2025.3604355","title":"Novel CP Models and CP-Assisted Meta-Heuristic Algorithm for Flexible Job Shop Scheduling Benchmark Problem With Multi-AGV","display_name":"Novel CP Models and CP-Assisted Meta-Heuristic Algorithm for Flexible Job Shop Scheduling Benchmark Problem With Multi-AGV","publication_year":2025,"publication_date":"2025-09-05","ids":{"openalex":"https://openalex.org/W4414008175","doi":"https://doi.org/10.1109/tsmc.2025.3604355"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2025.3604355","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3604355","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/A5075669304","display_name":"Leilei Meng","orcid":"https://orcid.org/0000-0003-1439-4832"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Leilei Meng","raw_affiliation_strings":["School of Computer Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0000-0003-1439-4832","affiliations":[{"raw_affiliation_string":"School of Computer Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048152652","display_name":"Weiyao Cheng","orcid":"https://orcid.org/0009-0003-7760-1015"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiyao Cheng","raw_affiliation_strings":["School of Computer Science, Liaocheng University, Liaocheng, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075446764","display_name":"Chaoyong Zhang","orcid":"https://orcid.org/0000-0001-6107-0510"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoyong Zhang","raw_affiliation_strings":["State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-6107-0510","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082236615","display_name":"Kaizhou Gao","orcid":"https://orcid.org/0000-0002-9252-6928"},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Kaizhou Gao","raw_affiliation_strings":["Macau Institute of Systems Engineering, Macau University of Science and Technology, Macau, SAR, China","Macau Institute of Systems Engineering, Macau University of Science and Technology, SAR, Macau, China"],"raw_orcid":"https://orcid.org/0000-0002-9252-6928","affiliations":[{"raw_affiliation_string":"Macau Institute of Systems Engineering, Macau University of Science and Technology, Macau, SAR, China","institution_ids":["https://openalex.org/I111950717"]},{"raw_affiliation_string":"Macau Institute of Systems Engineering, Macau University of Science and Technology, SAR, Macau, China","institution_ids":["https://openalex.org/I111950717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057572742","display_name":"Biao Zhang","orcid":"https://orcid.org/0000-0003-4148-8172"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Zhang","raw_affiliation_strings":["School of Computer Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0000-0003-4148-8172","affiliations":[{"raw_affiliation_string":"School of Computer Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010687103","display_name":"Yaping Ren","orcid":"https://orcid.org/0000-0002-2411-9853"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I4210165204","display_name":"Zhuhai Institute of Advanced Technology","ror":"https://ror.org/05r1mzq61","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761","https://openalex.org/I4210165204"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping Ren","raw_affiliation_strings":["Beijing Institute of Technology, Zhuhai, China"],"raw_orcid":"https://orcid.org/0000-0002-2411-9853","affiliations":[{"raw_affiliation_string":"Beijing Institute of Technology, Zhuhai, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I4210165204"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":15.0709,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.99314722,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"55","issue":"11","first_page":"8455","last_page":"8468"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9664000272750854,"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":0.9664000272750854,"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":0.9642000198364258,"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/benchmark","display_name":"Benchmark (surveying)","score":0.6858781576156616},{"id":"https://openalex.org/keywords/meta-heuristic","display_name":"Meta heuristic","score":0.600886344909668},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.5942608714103699},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5726058483123779},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5362820625305176},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.46939510107040405},{"id":"https://openalex.org/keywords/flow-shop-scheduling","display_name":"Flow shop scheduling","score":0.42448189854621887},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.40888214111328125},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37940871715545654},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2093248963356018},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17515239119529724},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.10350731015205383},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.04130259156227112}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6858781576156616},{"id":"https://openalex.org/C2988037039","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Meta heuristic","level":2,"score":0.600886344909668},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.5942608714103699},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5726058483123779},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5362820625305176},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.46939510107040405},{"id":"https://openalex.org/C158336966","wikidata":"https://www.wikidata.org/wiki/Q3074426","display_name":"Flow shop scheduling","level":4,"score":0.42448189854621887},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.40888214111328125},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37940871715545654},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2093248963356018},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17515239119529724},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.10350731015205383},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.04130259156227112},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2025.3604355","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3604355","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/G1304955069","display_name":null,"funder_award_id":"52205529","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4372289654","display_name":null,"funder_award_id":"SDAST2024QTA074","funder_id":"https://openalex.org/F4320309617","funder_display_name":"National Foundation for Science and Technology Development"}],"funders":[{"id":"https://openalex.org/F4320309617","display_name":"National Foundation for Science and Technology Development","ror":"https://ror.org/04rw64z44"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1972993801","https://openalex.org/W2018545447","https://openalex.org/W2030370304","https://openalex.org/W2035516794","https://openalex.org/W2052434538","https://openalex.org/W2092994132","https://openalex.org/W2116577034","https://openalex.org/W2548055351","https://openalex.org/W2811052531","https://openalex.org/W2960293379","https://openalex.org/W2999618241","https://openalex.org/W3004986338","https://openalex.org/W3006275750","https://openalex.org/W3082931260","https://openalex.org/W3092560364","https://openalex.org/W3128992509","https://openalex.org/W3129284800","https://openalex.org/W3172780424","https://openalex.org/W3175779051","https://openalex.org/W4220889966","https://openalex.org/W4223934311","https://openalex.org/W4285157368","https://openalex.org/W4295185430","https://openalex.org/W4311261673","https://openalex.org/W4312819473","https://openalex.org/W4363675709","https://openalex.org/W4366829081","https://openalex.org/W4385516935","https://openalex.org/W4391341255","https://openalex.org/W4392672995","https://openalex.org/W4396884140","https://openalex.org/W4403094318","https://openalex.org/W4404489300","https://openalex.org/W4405121936","https://openalex.org/W4407948421"],"related_works":["https://openalex.org/W2967782293","https://openalex.org/W2185192838","https://openalex.org/W2069961172","https://openalex.org/W2955323683","https://openalex.org/W1564838499","https://openalex.org/W2559484340","https://openalex.org/W26892725","https://openalex.org/W2165758382","https://openalex.org/W1971939018","https://openalex.org/W3155166764"],"abstract_inverted_index":{"This":[0],"article":[1],"studies":[2],"the":[3,21,37,42,45,61,115,120,130],"flexible":[4],"job":[5],"shop":[6],"scheduling":[7],"problem":[8,77],"with":[9,53,93],"a":[10,24,54,86,94],"certain":[11],"number":[12],"of":[13,44,60,119],"automatic":[14],"guided":[15],"vehicles":[16],"(FJSP-AGVs),":[17],"aiming":[18],"to":[19,32,71,81,113],"minimize":[20],"makespan.":[22],"First,":[23],"novel":[25],"constraint":[26,73],"programming":[27],"(CP)":[28],"model":[29,40,123],"is":[30,91],"formulated":[31],"obtain":[33],"optimal":[34,138,151],"solutions.":[35,144],"Specifically,":[36],"proposed":[38,121,131],"CP":[39,47,122,132],"addresses":[41],"shortcomings":[43],"existing":[46],"model,":[48],"which":[49],"cannot":[50],"solve":[51,84],"instances":[52,112],"machine":[55],"processing":[56],"two":[57],"consecutive":[58],"operations":[59],"same":[62],"job.":[63],"Additionally,":[64],"redundant":[65],"and":[66,75,117,124,140,153],"symmetry-breaking":[67],"constraints":[68],"are":[69,108],"designed":[70],"accelerate":[72],"propagation":[74],"break":[76],"symmetry,":[78],"respectively.":[79],"Then,":[80],"more":[82],"effectively":[83],"FJSP-AGVs,":[85],"CP-assisted":[87,95],"meta-heuristic":[88],"algorithm":[89,99],"framework":[90],"designed,":[92],"dual-population":[96],"collaborative":[97],"genetic":[98],"(DCGA-CP)":[100],"being":[101],"developed":[102],"as":[103],"an":[104],"example.":[105],"Finally,":[106],"experiments":[107],"performed":[109],"on":[110],"benchmark":[111,159],"demonstrate":[114],"effectiveness":[116],"superiority":[118],"DCGA-CP.":[125],"Experimental":[126],"results":[127],"show":[128],"that":[129],"models":[133],"first":[134,147],"prove":[135],"29":[136,149],"new":[137,150],"solutions":[139,152,157],"improve":[141],"27":[142],"best-known":[143,156],"Meanwhile,":[145],"DCGA-CP":[146],"proves":[148],"improves":[154],"32":[155],"for":[158],"instances.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":18},{"year":2025,"cited_by_count":7}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}