{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T18:07:37Z","timestamp":1780510057810,"version":"3.54.1"},"reference-count":71,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003030","name":"Ag?ncia de Gesti? d'Ajuts Universitaris i de Recerca","doi-asserted-by":"publisher","award":["2021 SGR 01413"],"award-info":[{"award-number":["2021 SGR 01413"]}],"id":[{"id":"10.13039\/501100003030","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Galician Regional Government","award":["ED431B 2024\/41"],"award-info":[{"award-number":["ED431B 2024\/41"]}]},{"DOI":"10.13039\/501100013410","name":"Instituto Nacional de Ciberseguridad","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100013410","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100011033","name":"Agencia Estatal de Investigaci?n","doi-asserted-by":"publisher","award":["PID2020-113795RB-C33"],"award-info":[{"award-number":["PID2020-113795RB-C33"]}],"id":[{"id":"10.13039\/501100011033","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100011033","name":"Agencia Estatal de Investigaci?n","doi-asserted-by":"publisher","award":["PID2023-148716OB-C31"],"award-info":[{"award-number":["PID2023-148716OB-C31"]}],"id":[{"id":"10.13039\/501100011033","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100011033","name":"Agencia Estatal de Investigaci?n","doi-asserted-by":"publisher","award":["PRE2021-099830"],"award-info":[{"award-number":["PRE2021-099830"]}],"id":[{"id":"10.13039\/501100011033","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100011033","name":"Agencia Estatal de Investigaci?n","doi-asserted-by":"publisher","award":["TED2021-129782B-I00"],"award-info":[{"award-number":["TED2021-129782B-I00"]}],"id":[{"id":"10.13039\/501100011033","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Ministerio para la transformaci?n digital y de la funci?n?p?blica","award":["TSI-100123-2024-60"],"award-info":[{"award-number":["TSI-100123-2024-60"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Open J. Commun. Soc."],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/ojcoms.2025.3597019","type":"journal-article","created":{"date-parts":[[2025,8,8]],"date-time":"2025-08-08T18:42:40Z","timestamp":1754678560000},"page":"6627-6649","source":"Crossref","is-referenced-by-count":3,"title":["Realistic Urban Traffic Generator Using Decentralized Federated Learning for the SUMO Simulator"],"prefix":"10.1109","volume":"6","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8634-6907","authenticated-orcid":false,"given":"Alberto","family":"Baz\u00e1n-Guill\u00e9n","sequence":"first","affiliation":[{"name":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-4177-1707","authenticated-orcid":false,"given":"Carlos","family":"Beis-Penedo","sequence":"additional","affiliation":[{"name":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-1110-2099","authenticated-orcid":false,"given":"Diego","family":"Cajaraville-Aboy","sequence":"additional","affiliation":[{"name":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5281-9208","authenticated-orcid":false,"given":"Pablo","family":"Barbecho-Bautista","sequence":"additional","affiliation":[{"name":"Departamento de El&#x00E9;ctrica, Electr&#x00F3;nica y Telecomunicaciones, Universidad de Cuenca, Cuenca, Ecuador"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2367-2219","authenticated-orcid":false,"given":"Rebeca P.","family":"D\u00edaz-Redondo","sequence":"additional","affiliation":[{"name":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4171-8310","authenticated-orcid":false,"given":"Luis J.","family":"de la Cruz Llopis","sequence":"additional","affiliation":[{"name":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1047-2143","authenticated-orcid":false,"given":"Ana","family":"Fern\u00e1ndez-Vilas","sequence":"additional","affiliation":[{"name":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6518-888X","authenticated-orcid":false,"given":"M\u00f3nica Aguilar","family":"Igartua","sequence":"additional","affiliation":[{"name":"Networking Engineering Department, Universitat Polit&#x00E8;cnica de Catalunya, Barcelona, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5088-0881","authenticated-orcid":false,"given":"Manuel","family":"Fern\u00e1ndez-Veiga","sequence":"additional","affiliation":[{"name":"Department of Telematics Engineering, Universidade de Vigo, Vigo, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ITSC.2018.8569938"},{"key":"ref2","first-page":"63","article-title":"SUMO\u2013simulation of urban mobility: An overview","volume-title":"Proc. 3rd Int. Conf. Adv. Syst. Simul. (SIMUL)","author":"Behrisch"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/3479240.3488523"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1561\/2200000083"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2020.2975749"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330949"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2017.2743240"},{"key":"ref8","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. Artif. Intell. Statist.","author":"McMahan"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.2964162"},{"key":"ref10","volume-title":"OpenStreetMap Contributors","year":"2012"},{"issue":"3","key":"ref11","first-page":"128","article-title":"Recent development and applications of SUMO-simulation of urban mobility","volume":"5","author":"Krajzewicz","year":"2012","journal-title":"Int. J. Adv. Syst. Meas."},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/icait.2014.7019528"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-12331-3_3"},{"issue":"2","key":"ref14","first-page":"423","article-title":"Reinforcement learning: An introduction. BY Richard\u2019s Sutton","volume":"6","author":"Barto","year":"2021","journal-title":"SIAM Rev"},{"key":"ref15","volume-title":"Markov Decision Processes: Discrete Stochastic Dynamic Programming","author":"Puterman","year":"2014"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1038\/nature14236"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2023.3315746"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TSIPN.2022.3151242"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3075203"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2023.127225"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3216981"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TrustCom56396.2022.00030"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3658644.3670307"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.011.2000263"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.106775"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3440998"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.20517\/ir.2021.02"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICRA40945.2020.9197228"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00095"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/LCNW.2014.6927724"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ICJECE.2024.3425515"},{"key":"ref32","doi-asserted-by":"crossref","DOI":"10.1016\/j.simpat.2023.102742","article-title":"Realistic traffic model for urban environments based on induction loop data","volume":"125","author":"Padr\u00f3n","year":"2023","journal-title":"Simul. Model. Pract. Theory"},{"key":"ref33","first-page":"183","article-title":"The veins simulation framework for vehicular ad hoc networks","volume-title":"Proc. 17th Annu. Int. Conf. Mobile Comput. Netw.","author":"Sommer"},{"key":"ref34","volume-title":"MATLAB.","year":"2021"},{"key":"ref35","volume-title":"PTV VISSIM.","year":"2021"},{"key":"ref36","volume-title":"Aimsun,  next.","year":"2021"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1049\/iet-its.2009.0070"},{"key":"ref38","first-page":"21","article-title":"Coordinated deep reinforcement learners for traffic light control","volume-title":"Proc. Learn., Inference Control of Multi-Agent Syst. (NIPS)","author":"Van der Pol"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2017.02.021"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICRA57147.2024.10610878"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICRA.2018.8461233"},{"key":"ref42","article-title":"Safe, multi-agent, reinforcement learning for autonomous driving","author":"Shalev-Shwartz","year":"2016","journal-title":"arXiv:1610.03295"},{"key":"ref43","first-page":"1","article-title":"CARLA: An open urban driving simulator","volume-title":"Proc. Conf. Robot Learn.","author":"Dosovitskiy"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.5220\/0013375000003941"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.2991401"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.122302"},{"key":"ref47","article-title":"Federated learning for traffic flow prediction with synthetic data augmentation","author":"Orozco","year":"2024","journal-title":"arXiv:2412.08460"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/ICRA48891.2023.10160296"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/DAC18074.2021.9586175"},{"key":"ref50","article-title":"Federated hierarchical reinforcement learning for adaptive traffic signal control","author":"Fu","year":"2025","journal-title":"arXiv:2504.05553"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2020.12.003"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2024\/611"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.23889\/ijpds.v8i1.2158"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-023-38569-4"},{"key":"ref55","first-page":"1928","article-title":"Asynchronous methods for deep reinforcement learning","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Mnih"},{"key":"ref56","article-title":"Proximal policy optimization algorithms","author":"Schulman","year":"2017","journal-title":"arXiv:1707.06347"},{"key":"ref57","first-page":"1861","article-title":"Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Haarnoja"},{"key":"ref58","first-page":"5336","article-title":"Can decentralized algorithms outperform centralized algorithms? A case study for decentralized parallel stochastic gradient descent","volume-title":"Proc. 31st Conf. Neural Inf. Process. Syst.","volume":"30","author":"Lian"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1137\/130943170"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2018.2818081"},{"key":"ref61","first-page":"1","article-title":"Neural trust region\/proximal policy optimization attains globally optimal policy","volume-title":"Proc. 33rd Conf. Neural Inf. Process. Syst.","volume":"32","author":"Liu"},{"key":"ref62","first-page":"1","article-title":"On stationary point convergence of PPO-clip","volume-title":"Proc. 12th Int. Conf. Learn. Represent.","author":"Jin"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-63519-3_5"},{"key":"ref64","volume-title":"TomTom Traffic Index 2021","year":"2021"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1145\/116873.116880"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.3390\/s21010167"},{"key":"ref67","article-title":"Byzantine-robust aggregation for securing decentralized federated learning","author":"Cajaraville-Aboy","year":"2024","journal-title":"arXiv:2409.17754"},{"key":"ref68","volume-title":"Stable baselines3.","author":"Raffin","year":"2021"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/SOCPAR.2015.7492784"},{"key":"ref70","volume-title":"Durchschnittliche Kfz-Belastungen an automatischen Z\u00e4hlstellen im berliner Stra\u00dfennetz","year":"2021"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1002\/9781118786352.wbieg0601"}],"container-title":["IEEE Open Journal of the Communications Society"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/8782661\/10829557\/11121363.pdf?arnumber=11121363","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,27]],"date-time":"2025-08-27T18:33:43Z","timestamp":1756319623000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11121363\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":71,"URL":"https:\/\/doi.org\/10.1109\/ojcoms.2025.3597019","relation":{},"ISSN":["2644-125X"],"issn-type":[{"value":"2644-125X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}