{"id":"https://openalex.org/W4413120471","doi":"https://doi.org/10.1109/ojcoms.2025.3597019","title":"Realistic Urban Traffic Generator Using Decentralized Federated Learning for the SUMO Simulator","display_name":"Realistic Urban Traffic Generator Using Decentralized Federated Learning for the SUMO Simulator","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413120471","doi":"https://doi.org/10.1109/ojcoms.2025.3597019"},"language":"en","primary_location":{"id":"doi:10.1109/ojcoms.2025.3597019","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3597019","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Open Journal of the Communications Society","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/ojcoms.2025.3597019","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119273524","display_name":"Alberto Baz\u00e1n-Guill\u00e9n","orcid":"https://orcid.org/0000-0001-8634-6907"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Alberto Baz\u00e1n-Guill\u00e9n","raw_affiliation_strings":["Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain","Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya (UPC), Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8634-6907","affiliations":[{"raw_affiliation_string":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]},{"raw_affiliation_string":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya (UPC), Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093356426","display_name":"Carlos Beis-Penedo","orcid":"https://orcid.org/0009-0000-4177-1707"},"institutions":[{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carlos Beis-Penedo","raw_affiliation_strings":["Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain"],"raw_orcid":"https://orcid.org/0009-0000-4177-1707","affiliations":[{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114346662","display_name":"Diego Cajaraville-Aboy","orcid":"https://orcid.org/0009-0002-1110-2099"},"institutions":[{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Diego Cajaraville-Aboy","raw_affiliation_strings":["Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain"],"raw_orcid":"https://orcid.org/0009-0002-1110-2099","affiliations":[{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036800844","display_name":"Pablo Barbecho Bautista","orcid":"https://orcid.org/0000-0002-5281-9208"},"institutions":[{"id":"https://openalex.org/I189914110","display_name":"University of Cuenca","ror":"https://ror.org/04r23zn56","country_code":"EC","type":"education","lineage":["https://openalex.org/I189914110"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Pablo Barbecho-Bautista","raw_affiliation_strings":["Departamento de El&#x00E9;ctrica, Electr&#x00F3;nica y Telecomunicaciones, Universidad de Cuenca, Cuenca, Ecuador","Departamento de El&#x00E9;ctrica, Electr&#x00F3;nica y Telecomunicaciones. Universidad de Cuenca, Cuenca, Ecuador"],"raw_orcid":"https://orcid.org/0000-0002-5281-9208","affiliations":[{"raw_affiliation_string":"Departamento de El&#x00E9;ctrica, Electr&#x00F3;nica y Telecomunicaciones, Universidad de Cuenca, Cuenca, Ecuador","institution_ids":["https://openalex.org/I189914110"]},{"raw_affiliation_string":"Departamento de El&#x00E9;ctrica, Electr&#x00F3;nica y Telecomunicaciones. Universidad de Cuenca, Cuenca, Ecuador","institution_ids":["https://openalex.org/I189914110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076160231","display_name":"Rebeca P. D\u0131\u0301az Redondo","orcid":"https://orcid.org/0000-0002-2367-2219"},"institutions":[{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rebeca P. D\u00edaz-Redondo","raw_affiliation_strings":["Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2367-2219","affiliations":[{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076920954","display_name":"Luis J. de la Cruz Llopis","orcid":"https://orcid.org/0000-0003-4171-8310"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luis J. de la Cruz Llopis","raw_affiliation_strings":["Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain","Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya (UPC), Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-4171-8310","affiliations":[{"raw_affiliation_string":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]},{"raw_affiliation_string":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya (UPC), Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091308112","display_name":"Ana Fern\u00e1ndez Vilas","orcid":"https://orcid.org/0000-0003-1047-2143"},"institutions":[{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ana Fern\u00e1ndez-Vilas","raw_affiliation_strings":["Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1047-2143","affiliations":[{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012560407","display_name":"M\u00f3nica Aguilar Igartua","orcid":"https://orcid.org/0000-0002-6518-888X"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"M\u00f3nica Aguilar Igartua","raw_affiliation_strings":["Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain","Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya (UPC), Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6518-888X","affiliations":[{"raw_affiliation_string":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]},{"raw_affiliation_string":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya (UPC), Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015041155","display_name":"Manuel Fern\u00e1ndez\u2010Veiga","orcid":"https://orcid.org/0000-0002-5088-0881"},"institutions":[{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Fern\u00e1ndez-Veiga","raw_affiliation_strings":["Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain"],"raw_orcid":"https://orcid.org/0000-0002-5088-0881","affiliations":[{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Telematics Engineering, Universidade de Vigo (UVigo), Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5119273524"],"corresponding_institution_ids":["https://openalex.org/I9617848"],"apc_list":{"value":1750,"currency":"USD","value_usd":1750},"apc_paid":{"value":1750,"currency":"USD","value_usd":1750},"fwci":1.5675,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.83328402,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"6627","last_page":"6649"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9434999823570251,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9434999823570251,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/generator","display_name":"Generator (circuit theory)","score":0.6259281635284424},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5890560150146484},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.4242878258228302},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.34647393226623535},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2620694637298584}],"concepts":[{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.6259281635284424},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5890560150146484},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.4242878258228302},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.34647393226623535},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2620694637298584},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ojcoms.2025.3597019","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3597019","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Open Journal of the Communications Society","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c3960442ef2744bfad310fdcbdf479d7","is_oa":true,"landing_page_url":"https://doaj.org/article/c3960442ef2744bfad310fdcbdf479d7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Open Journal of the Communications Society, Vol 6, Pp 6627-6649 (2025)","raw_type":"article"},{"id":"pmh:oai:upcommons.upc.edu:2117/443535","is_oa":false,"landing_page_url":"https://hdl.handle.net/2117/443535","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"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":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/ojcoms.2025.3597019","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3597019","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Open Journal of the Communications Society","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8199999928474426,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G1534415336","display_name":null,"funder_award_id":"2021 SGR 01413","funder_id":"https://openalex.org/F4320334830","funder_display_name":"Ag\u00e8ncia de Gesti\u00f3 d'Ajuts Universitaris i de Recerca"},{"id":"https://openalex.org/G3198625266","display_name":null,"funder_award_id":"PID2023-148716OB-C31","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3365166147","display_name":null,"funder_award_id":"PID2020-113795RB-C33","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G446702753","display_name":null,"funder_award_id":"TED2021-129782B-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6024634685","display_name":null,"funder_award_id":"PRE2021-099830","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320327970","display_name":"Instituto Nacional de Ciberseguridad","ror":null},{"id":"https://openalex.org/F4320334830","display_name":"Ag\u00e8ncia de Gesti\u00f3 d'Ajuts Universitaris i de Recerca","ror":"https://ror.org/01n4pqe45"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1616857247","https://openalex.org/W1967005434","https://openalex.org/W2057427644","https://openalex.org/W2074500080","https://openalex.org/W2145339207","https://openalex.org/W2421520832","https://openalex.org/W2538971299","https://openalex.org/W2600172076","https://openalex.org/W2903709398","https://openalex.org/W2963625099","https://openalex.org/W2964026281","https://openalex.org/W2964749398","https://openalex.org/W2995022099","https://openalex.org/W2996845627","https://openalex.org/W3010852232","https://openalex.org/W3014517104","https://openalex.org/W3021654819","https://openalex.org/W3089529768","https://openalex.org/W3100789280","https://openalex.org/W3111919937","https://openalex.org/W3112885687","https://openalex.org/W3116546042","https://openalex.org/W3123459983","https://openalex.org/W3157850870","https://openalex.org/W3173280621","https://openalex.org/W3174818244","https://openalex.org/W3186590963","https://openalex.org/W3205598877","https://openalex.org/W3211802628","https://openalex.org/W3217773192","https://openalex.org/W4244705237","https://openalex.org/W4247284649","https://openalex.org/W4322615350","https://openalex.org/W4328028979","https://openalex.org/W4377293783","https://openalex.org/W4383097675","https://openalex.org/W4386766438","https://openalex.org/W4388048226","https://openalex.org/W4388193892","https://openalex.org/W4390674625","https://openalex.org/W4401023877","https://openalex.org/W4401416425","https://openalex.org/W4401452519","https://openalex.org/W4403094348","https://openalex.org/W4405181861","https://openalex.org/W4409201672"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Realistic":[0,59],"urban":[1,8,103],"traffic":[2,21,81,98,170],"simulation":[3],"is":[4,88],"essential":[5],"for":[6],"sustainable":[7],"planning":[9],"and":[10,100,121],"the":[11,74,147],"development":[12],"of":[13,86,91,149],"intelligent":[14],"transportation":[15],"systems.":[16],"However,":[17],"generating":[18],"high-fidelity,":[19],"time-varying":[20],"profiles":[22],"that":[23,66],"accurately":[24],"reflect":[25],"real-world":[26,144],"conditions,":[27],"especially":[28],"in":[29,42],"large-scale":[30],"scenarios,":[31],"remains":[32],"a":[33,63,139],"major":[34],"challenge.":[35],"Existing":[36],"methods":[37],"often":[38],"suffer":[39],"from":[40,146],"limitations":[41],"accuracy,":[43],"scalability,":[44],"or":[45],"raise":[46],"privacy":[47],"concerns":[48],"due":[49],"to":[50,77],"centralized":[51,163],"data":[52,120,145],"processing.":[53],"This":[54],"work":[55],"introduces":[56],"DesRUTGe":[57,87,151],"(Decentralized":[58],"Urban":[60],"Traffic":[61],"Generator),":[62],"novel":[64],"framework":[65],"integrates":[67],"Deep":[68],"Reinforcement":[69],"Learning":[70,94],"(DRL)":[71],"agents":[72],"with":[73,130],"SUMO":[75],"simulator":[76],"generate":[78],"realistic":[79],"24-hour":[80],"patterns.":[82],"A":[83],"key":[84],"innovation":[85],"its":[89,101],"use":[90],"Decentralized":[92],"Federated":[93],"(DFL),":[95],"wherein":[96],"each":[97],"detector":[99],"corresponding":[102],"zone":[104],"function":[105],"as":[106,157,159,161],"an":[107],"independent":[108],"learning":[109,164],"node.":[110],"These":[111],"nodes":[112],"train":[113],"local":[114],"DRL":[115],"models":[116],"using":[117,143],"minimal":[118],"historical":[119],"collaboratively":[122],"refine":[123],"their":[124],"performance":[125],"by":[126,166],"exchanging":[127],"model":[128],"parameters":[129],"selected":[131],"peers":[132],"(e.g.,":[133],"geographically":[134],"adjacent":[135],"zones),":[136],"without":[137],"requiring":[138],"central":[140],"coordinator.":[141],"Evaluated":[142],"city":[148],"Barcelona,":[150],"outperforms":[152],"standard":[153],"SUMO-based":[154],"tools":[155],"such":[156],"RouteSampler,":[158],"well":[160],"other":[162],"approaches,":[165],"delivering":[167],"more":[168],"accurate":[169],"pattern":[171],"generation.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-05-28T09:10:13.091523","created_date":"2025-10-10T00:00:00"}
