{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T16:05:35Z","timestamp":1774541135527,"version":"3.50.1"},"reference-count":114,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3161132","type":"journal-article","created":{"date-parts":[[2022,3,21]],"date-time":"2022-03-21T20:25:00Z","timestamp":1647894300000},"page":"33154-33182","source":"Crossref","is-referenced-by-count":95,"title":["Blockchain-Based Federated Learning in UAVs Beyond 5G Networks: A Solution Taxonomy and Future Directions"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7966-398X","authenticated-orcid":false,"given":"Deepti","family":"Saraswat","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, Institute of Technology, Nirma University, Gujarat, Ahmedabad, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8904-228X","authenticated-orcid":false,"given":"Ashwin","family":"Verma","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Institute of Technology, Nirma University, Gujarat, Ahmedabad, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1206-2298","authenticated-orcid":false,"given":"Pronaya","family":"Bhattacharya","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Institute of Technology, Nirma University, Gujarat, Ahmedabad, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1776-4651","authenticated-orcid":false,"given":"Sudeep","family":"Tanwar","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Institute of Technology, Nirma University, Gujarat, Ahmedabad, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gulshan","family":"Sharma","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering Technology, University of Johannesburg, Johannesburg, South Africa"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9178-2700","authenticated-orcid":false,"given":"Pitshou N.","family":"Bokoro","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering Technology, University of Johannesburg, Johannesburg, South Africa"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ravi","family":"Sharma","sequence":"additional","affiliation":[{"name":"Centre for Inter-Disciplinary Research and Innovation, University of Petroleum and Energy Studies, Dehradun, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"Unmanned Aerial Vehicle (UAV) Market\u2014Global Forecast to 2026","year":"2022"},{"key":"ref2","article-title":"Applied federated learning: Improving Google keyboard query suggestions","author":"Yang","year":"2018","journal-title":"arXiv:1812.02903"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-69250-1"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.23919\/JCC.2020.09.009"},{"key":"ref5","volume-title":"Federated Learning Solutions Market by Application and Region\u2014Global Forecast to 2028","year":"2022"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1049\/cmu2.12113"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3020819"},{"key":"ref8","volume-title":"Enhanced LTE Support for Aerial Vehicles","year":"2017"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2021.3103645"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2016.1600147CM"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1002\/ett.3073"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-2369-4_4"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-30577-2_8"},{"key":"ref14","volume-title":"5G in Aviation Market","year":"2022"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2887086"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2018.1800229"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2020.2971781"},{"key":"ref18","volume-title":"How is Drone Mapping Used for Crash Investigation","year":"2022"},{"key":"ref19","volume-title":"Life Preserver Vest Inflates Automatically","year":"2022"},{"key":"ref20","volume-title":"Grupo Qaira S.A.C.","year":"2022"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-32010-6_300169"},{"key":"ref22","volume-title":"Zipline Instantly Anywhere","year":"2022"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.4324\/9781003254225-2"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/IWCMC51323.2021.9498593"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3136860"},{"key":"ref26","article-title":"Communication-efficient learning of deep networks from decentralized data","author":"McMahan","year":"2016","journal-title":"arXiv:1602.05629"},{"key":"ref27","article-title":"Towards federated learning at scale: System design","author":"Bonawitz","year":"2019","journal-title":"arXiv:1902.01046"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1002\/ett.4410"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2017.2712878"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1080\/02564602.2020.1766385"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2961372"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ICIEM51511.2021.9445332"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3414045.3415945"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOMWKSHPS50562.2020.9162989"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2981430"},{"key":"ref36","article-title":"Analyzing federated learning through an adversarial lens","author":"Bhagoji","year":"2018","journal-title":"arXiv:1811.12470"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2019.2952892"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2020.01.023"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ICC40277.2020.9148776"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.phycom.2021.101355"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2021.3088681"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2021.3065084"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.001.2100253"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-021-03424-y"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2020.2990686"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-021-06496-5"},{"key":"ref47","article-title":"Towards federated learning in UAV-enabled Internet of Vehicles: A multi-dimensional contract-matching approach","author":"Lim","year":"2020","journal-title":"arXiv:2004.03877"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2021.103114"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.002.2000334"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2020.2984624"},{"key":"ref51","article-title":"Edge-native intelligence for 6G communications driven by federated learning: A survey of trends and challenges","author":"Al-Quraan","year":"2021","journal-title":"arXiv:2111.07392"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2008.09.009"},{"key":"ref53","article-title":"Guidelines for performing systematic literature reviews in software engineering","author":"Keele","year":"2007"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3028553"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CCCI49893.2020.9256705"},{"key":"ref56","article-title":"Collaborative federated learning for healthcare: Multi-modal COVID-19 diagnosis at the edge","author":"Qayyum","year":"2021","journal-title":"arXiv:2101.07511"},{"key":"ref57","article-title":"A blockchain-orchestrated federated learning architecture for healthcare consortia","author":"Passerat-Palmbach","year":"2019","journal-title":"arXiv:1910.12603"},{"key":"ref58","article-title":"Differential privacy-enabled federated learning for sensitive health data","author":"Choudhury","year":"2019","journal-title":"arXiv:1910.02578"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TGCN.2021.3132561"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3103404"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3037474"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.amj.2014.10.011"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOMWKSHPS50562.2020.9162738"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.7249\/rr3047"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.9745\/ghsp-d-19-00119"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/IOTM.001.2100045"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1016\/j.phycom.2021.101337"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.3390\/rs9111110"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.biosystemseng.2010.11.010"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/AERO.2017.7943593"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.3390\/info10110349"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.3390\/s18082674"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-phyto-080417-050100"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.3390\/s18082674"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/NEXTCOMP.2017.8016168"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.suscom.2018.05.010"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1117\/1.JRS.11.042621"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1016\/j.promfg.2015.07.290"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOM.2018.8647441"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.3390\/s19102394"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.3390\/ecsa-5-05758"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.23919\/IRS.2018.8448071"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/TAES.2018.2807558"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/ICCTCT.2018.8550873"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2019.8761372"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOMWKSHPS50562.2020.9162676"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2019.2922263"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/ICDSP.2018.8631884"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2018.2865775"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2021.08.014"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2017.08.020"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-59013-0_34"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2981415"},{"key":"ref94","first-page":"212","article-title":"A deep learning approach for detecting security attacks on blockchain","volume-title":"Proc. ITASEC","author":"Scicchitano"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/Blockchain.2019.00041"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/DSN48063.2020.00041"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2020.3046971"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2020.3002796"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2019.2904049"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/IVS.2018.8500377"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2019.2908497"},{"key":"ref102","article-title":"When federated learning meets blockchain: A new distributed learning paradigm","author":"Ma","year":"2020","journal-title":"arXiv:2009.09338"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2958077"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2018.10.017"},{"issue":"1","key":"ref105","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1038\/s41928-019-0355-6","article-title":"What should 6G be?","volume":"3","author":"Dang","year":"2020","journal-title":"Nature Electron."},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1016\/j.dcan.2020.07.003"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.3390\/app9204367"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1049\/iet-com.2018.5567"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2013.072313.121581"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/LATINCOM.2018.8613209"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.1900333"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.011.2000183"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2904348"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1109\/SMART-TECH49988.2020.00044"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09739009.pdf?arnumber=9739009","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,18]],"date-time":"2024-01-18T00:04:15Z","timestamp":1705536255000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9739009\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":114,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3161132","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}