{"id":"https://openalex.org/W4406171746","doi":"https://doi.org/10.1109/tits.2024.3522523","title":"Dynamic Optimization of Vehicle Production Planning in Transportation Networks Using Federated Reinforcement Learning","display_name":"Dynamic Optimization of Vehicle Production Planning in Transportation Networks Using Federated Reinforcement Learning","publication_year":2025,"publication_date":"2025-01-08","ids":{"openalex":"https://openalex.org/W4406171746","doi":"https://doi.org/10.1109/tits.2024.3522523"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2024.3522523","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3522523","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation 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/A5100634408","display_name":"Jinhua Chen","orcid":"https://orcid.org/0000-0003-0209-8913"},"institutions":[{"id":"https://openalex.org/I204291657","display_name":"Hosei University","ror":"https://ror.org/00bx6dj65","country_code":"JP","type":"education","lineage":["https://openalex.org/I204291657"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Jinhua Chen","raw_affiliation_strings":["Graduate School of Science and Engineering, Hosei University, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Science and Engineering, Hosei University, Tokyo, Japan","institution_ids":["https://openalex.org/I204291657"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiaogang Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]},{"id":"https://openalex.org/I3131412887","display_name":"Jiangxi University of Technology","ror":"https://ror.org/05k2j8e48","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131412887"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaogang Zhu","raw_affiliation_strings":["School of Public Policy and Administration, Nanchang University, Nanchang, Jiangxi, China","Jiangxi Institute of Industrial Technology for Internet of Things, Yingtan, Jiangxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Policy and Administration, Nanchang University, Nanchang, Jiangxi, China","institution_ids":["https://openalex.org/I141649914"]},{"raw_affiliation_string":"Jiangxi Institute of Industrial Technology for Internet of Things, Yingtan, Jiangxi, China","institution_ids":["https://openalex.org/I3131412887"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036945704","display_name":"Chinmay Chakraborty","orcid":"https://orcid.org/0000-0002-4385-0975"},"institutions":[{"id":"https://openalex.org/I115715567","display_name":"Birla Institute of Technology, Mesra","ror":"https://ror.org/028vtqb15","country_code":"IN","type":"education","lineage":["https://openalex.org/I115715567"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Chinmay Chakraborty","raw_affiliation_strings":["Birla Institute of Technology, Mesra, Bihar, India"],"raw_orcid":"https://orcid.org/0000-0002-4385-0975","affiliations":[{"raw_affiliation_string":"Birla Institute of Technology, Mesra, Bihar, India","institution_ids":["https://openalex.org/I115715567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050565483","display_name":"Manisha Guduri","orcid":"https://orcid.org/0000-0003-2230-0998"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manisha Guduri","raw_affiliation_strings":["School of Computing and Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA"],"raw_orcid":"https://orcid.org/0000-0003-2230-0998","affiliations":[{"raw_affiliation_string":"School of Computing and Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010706593","display_name":"Abdullah Alharbi","orcid":"https://orcid.org/0000-0001-8617-1430"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdullah Alharbi","raw_affiliation_strings":["Computer Science Department, Community College, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-8617-1430","affiliations":[{"raw_affiliation_string":"Computer Science Department, Community College, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004131475","display_name":"Amr Tolba","orcid":"https://orcid.org/0000-0003-3439-6413"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Amr Tolba","raw_affiliation_strings":["Computer Science Department, Community College, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-3439-6413","affiliations":[{"raw_affiliation_string":"Computer Science Department, Community College, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076994242","display_name":"Keping Yu","orcid":"https://orcid.org/0000-0001-5735-2507"},"institutions":[{"id":"https://openalex.org/I204291657","display_name":"Hosei University","ror":"https://ror.org/00bx6dj65","country_code":"JP","type":"education","lineage":["https://openalex.org/I204291657"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keping Yu","raw_affiliation_strings":["Graduate School of Science and Engineering, Hosei University, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0001-5735-2507","affiliations":[{"raw_affiliation_string":"Graduate School of Science and Engineering, Hosei University, Tokyo, Japan","institution_ids":["https://openalex.org/I204291657"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100634408"],"corresponding_institution_ids":["https://openalex.org/I204291657"],"apc_list":null,"apc_paid":null,"fwci":5.5628,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94927356,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"27","issue":"2","first_page":"2528","last_page":"2540"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.8632000088691711,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.8632000088691711,"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/T10763","display_name":"Digital Transformation in Industry","score":0.8453999757766724,"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/T10524","display_name":"Traffic control and management","score":0.7964000105857849,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7676770687103271},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5482391715049744},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.4690435528755188},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.44874686002731323},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.44082632660865784},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.34871143102645874},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24866124987602234}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7676770687103271},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5482391715049744},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.4690435528755188},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.44874686002731323},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.44082632660865784},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34871143102645874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24866124987602234},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2024.3522523","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3522523","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2103005510","display_name":null,"funder_award_id":"20232BBH80017","funder_id":"https://openalex.org/F4320327780","funder_display_name":"Key Research and Development Program of Jiangxi Province"},{"id":"https://openalex.org/G4336071694","display_name":null,"funder_award_id":"20224BBC41001","funder_id":"https://openalex.org/F4320327780","funder_display_name":"Key Research and Development Program of Jiangxi Province"}],"funders":[{"id":"https://openalex.org/F4320327780","display_name":"Key Research and Development Program of Jiangxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W2964765435"],"abstract_inverted_index":{"Modern":[0],"transportation":[1,85,164],"networks,":[2],"with":[3,136,150],"their":[4],"complexity":[5],"and":[6,30,43,48,63,98,184],"dynamic":[7,62],"nature,":[8],"have":[9],"a":[10,110,156,178],"substantial":[11],"demand":[12],"for":[13,20,79,163],"intelligent":[14,84,159],"vehicles.":[15],"Developing":[16],"effective":[17,76],"production":[18,28,35,66,141],"strategies":[19],"smart":[21,81],"vehicles":[22,123],"is":[23,131],"essential":[24],"to":[25,51,108,154],"reducing":[26,185],"both":[27,61],"costs":[29],"energy":[31],"consumption.":[32],"Traditional":[33],"vehicle":[34,65],"planning":[36],"has":[37],"largely":[38],"depended":[39],"on":[40],"heuristic":[41],"algorithms":[42,105],"solvers,":[44],"which":[45,115],"lack":[46],"scalability":[47],"are":[49,106],"susceptible":[50],"local":[52],"optima.":[53],"Furthermore,":[54],"existing":[55],"solutions":[56],"do":[57],"not":[58],"concurrently":[59],"address":[60],"regular":[64],"planning.":[67],"To":[68],"overcome":[69],"these":[70],"limitations,":[71],"this":[72],"paper":[73],"proposes":[74],"an":[75,118],"optimizing":[77],"method":[78],"large-scale":[80],"manufacturing":[82,160],"within":[83,124],"networks":[86],"using":[87],"Federated":[88,151],"Reinforcement":[89],"Learning.":[90],"In":[91],"our":[92,170],"proposal,":[93],"the":[94,134,140,145],"Gated":[95],"Recurrent":[96],"Unit":[97],"Asynchronous":[99],"Advantage":[100],"Actor":[101],"Critic":[102],"(A3C)":[103],"reinforcement":[104],"employed":[107],"develop":[109],"Dynamic":[111],"Optimizing":[112],"Planning":[113],"Module(DOPM),":[114],"can":[116],"output":[117],"excellent":[119],"solution":[120],"of":[121],"1000":[122],"5":[125],"seconds.":[126],"A":[127],"High-Quality":[128],"Processing":[129],"Module(HQPM)":[130],"constructed":[132],"by":[133,188],"Transformer":[135],"A3C,":[137],"significantly":[138,172],"enhancing":[139],"plan\u2019s":[142],"quality.":[143],"Finally,":[144],"proposed":[146],"methods":[147],"will":[148],"integrate":[149],"Learning":[152],"(FL)":[153],"establish":[155],"scalable,":[157],"privacy-preserving":[158],"scheduling":[161],"framework":[162],"networks.":[165],"Experimental":[166],"results":[167],"demonstrate":[168],"that":[169],"work":[171],"outperforms":[173],"traditional":[174],"solutions,":[175],"achieving":[176],"over":[177],"93%":[179],"improvement":[180],"in":[181],"solving":[182],"speed":[183],"constraint":[186],"violations":[187],"more":[189],"than":[190],"95%.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-02-21T06:11:54.161237","created_date":"2025-10-10T00:00:00"}