{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,6]],"date-time":"2026-06-06T16:31:40Z","timestamp":1780763500134,"version":"3.54.1"},"reference-count":100,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"name":"HORSE Project funded by the Smart Networks and Services Joint Undertaking (SNS JU) through the European Union\u2019s Horizon Europe Research and Innovation Program","award":["101096342"],"award-info":[{"award-number":["101096342"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3359992","type":"journal-article","created":{"date-parts":[[2024,1,30]],"date-time":"2024-01-30T13:49:47Z","timestamp":1706622587000},"page":"21320-21336","source":"Crossref","is-referenced-by-count":48,"title":["Leveraging Network Data Analytics Function and Machine Learning for Data Collection, Resource Optimization, Security and Privacy in 6G Networks"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8846-1044","authenticated-orcid":false,"given":"Panagiotis K.","family":"Gkonis","sequence":"first","affiliation":[{"name":"Department of Digital Industry Technologies, National and Kapodistrian University of Athens, Athens, Euboea, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9210-9796","authenticated-orcid":false,"given":"Nikolaos","family":"Nomikos","sequence":"additional","affiliation":[{"name":"Department of Ports Management and Shipping, National and Kapodistrian University of Athens, Athens, Euboea, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5146-5954","authenticated-orcid":false,"given":"Panagiotis","family":"Trakadas","sequence":"additional","affiliation":[{"name":"Department of Ports Management and Shipping, National and Kapodistrian University of Athens, Athens, Euboea, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lambros","family":"Sarakis","sequence":"additional","affiliation":[{"name":"Department of Digital Industry Technologies, National and Kapodistrian University of Athens, Athens, Euboea, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2695-4534","authenticated-orcid":false,"given":"George","family":"Xylouris","sequence":"additional","affiliation":[{"name":"National Center of Scientific Research &#x201C;Demokritos,&#x201D;, Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xavi","family":"Masip-Bruin","sequence":"additional","affiliation":[{"name":"CRAAX Laboratory, Universitat Polit&#x00E8;cnica de Catalunya (UPC), Vilanova i la Geltr&#x00FA;, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Josep","family":"Martrat","sequence":"additional","affiliation":[{"name":"BDS INN R&#x0026;D (formerly called ATOS), Barcelona, Eviden, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3025032"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.2200326"},{"key":"ref3","volume-title":"Ai and ML\u2013enablers for beyond 5G networks","author":"Kaloxylos","year":"2021"},{"key":"ref4","volume-title":"Relay-Aided Uplink NOMA Under Non-Orthogonal CCI and Imperfect SIC in 6G Networks","author":"Ozduran","year":"2023"},{"key":"ref5","volume-title":"On the Performance of Uplink Power-Domain NOMA With Imperfect CSI and SIC in 6G Networks","author":"Ozduran","year":"2023"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3103320"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3219989"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/mnet.135.2200611"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2022.3215919"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2021.3108618"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2023.3244674"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.105.2100516"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/VTC2021-Spring51267.2021.9448810"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/MVT.2022.3164758"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.104.2100422"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/EuCNC\/6GSummit51104.2021.9482503"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.21143"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3196657"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3166160"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3169279"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3113501"},{"key":"ref22","volume-title":"Network Data Analytics Services; Release 15","year":"2019"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/SmartNets58706.2023.10216134"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/EuCNC\/6GSummit54941.2022.9815658"},{"key":"ref25","volume-title":"Operator Defined Open and Intelligent Radio Access Networks","author":"Alliance","year":"2019"},{"issue":"3","key":"ref26","doi-asserted-by":"crossref","first-page":"587","DOI":"10.3390\/signals3030036","article-title":"Intelligent network service optimization in the context of 5G\/NFV","volume":"3","author":"Karkazis","year":"2022","journal-title":"Signals"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.002.2100950"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2907798"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.3390\/jsan10040060"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3126834"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2975004"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2023.3239220"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2021.3086014"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE51399.2021.00040"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2020.2975749"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3160699"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3269980"},{"key":"ref38","volume-title":"Federated Learning for Maritime Environments: Use Cases, Experimental Results, and Open Issues","author":"Giannopoulos","year":"2023"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3555308"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2022.3211462"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3390\/s19163591"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/tgcn.2023.3306002"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3140719"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICCWorkshops50388.2021.9473763"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2022.3190493"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2972284"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.3390\/s20195480"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3191881"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-34107-6_16"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/OJCOMS.2022.3225590"},{"key":"ref51","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1016\/j.biosystemseng.2018.10.014","article-title":"Smart farming IoT platform based on edge and cloud computing","volume":"177","author":"Zamora-Izquierdo","year":"2019","journal-title":"Biosyst. Eng."},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/WCNCW48565.2020.9124820"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.003.2200711"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/NetSoft54395.2022.9844089"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2902984"},{"key":"ref56","volume-title":"Technical Specification Group Services and System Aspects, Study of Enablers for Network Automation for 5G","year":"2019"},{"key":"ref57","volume-title":"5G; Management and Orchestration; Architecture Framework","year":"2018"},{"key":"ref58","volume-title":"Study on Enhancement of Management Data Analytics (MDA)","year":"2021"},{"key":"ref59","volume-title":"Study on 5G System Support for AI\/Mlbased Services","year":"2022"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/EuCNC\/6GSummit54941.2022.9815730"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.117.2100730"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/MCOMSTD.101.2000090"},{"key":"ref63","volume-title":"Security Assurance Specification (SCAS) Threats and Critical Assets in 3GPP Network Product Classes (Release 18)","year":"2023"},{"key":"ref64","volume-title":"Operator Defined Open and Intelligent Radio Access Networks","year":"2009"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/MCOMSTD.011.2000065"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/UEMCON51285.2020.9298135"},{"key":"ref67","doi-asserted-by":"crossref","DOI":"10.1016\/j.cosrev.2020.100317","article-title":"Deep learning algorithms for cybersecurity applications: A technological and status review","volume":"39","author":"Dixit","year":"2021","journal-title":"Comput. Sci. Rev."},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/CSCloud-EdgeCom58631.2023.00015"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/CCNC49033.2022.9700673"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/EuCNC\/6GSummit54941.2022.9815754"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/ICC45855.2022.9838338"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCWorkshops55477.2022.9896472"},{"key":"ref73","volume-title":"New Sid on Enhancement of the Management Aspects Related to NWDAF","year":"2021"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/IWCMC55113.2022.9824403"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/ICCE53296.2022.9730290"},{"key":"ref76","volume-title":"Free5GC","year":"2023"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM48099.2022.10000989"},{"key":"ref78","volume-title":"Open5gs: Open Source Project of 5GC and EPC (Release-16)","year":"2022"},{"key":"ref79","volume-title":"Ueransim: Open Source 5G Ue and Ran (GNODEB) Implementation","author":"G\u00fcng\u00f6r","year":"2022"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.1900475"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/ICASI57738.2023.10179576"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.23919\/APNOMS52696.2021.9562662"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/ICAIoT57170.2022.10121746"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/ICC40277.2020.9148665"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.23919\/APNOMS56106.2022.9919951"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS57875.2023.00129"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM42002.2020.9322479"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/ICIN56760.2023.10073493"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/ICCE53296.2022.9730220"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/BMSB58369.2023.10211191"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.3390\/fi15060193"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/CITS55221.2022.9832914"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/CNCIT56797.2022.00035"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/JCN.2020.000019"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-45146-4_24"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/LNET.2023.3294497"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/MeditCom49071.2021.9647555"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/MCOMSTD.0001.2100041"},{"issue":"16","key":"ref99","doi-asserted-by":"crossref","first-page":"5578","DOI":"10.3390\/s21165578","article-title":"A cost-efficient 5G non-public network architectural approach: Key concepts and enablers, building blocks and potential use cases","volume":"21","author":"Trakadas","year":"2021","journal-title":"Sensors"},{"key":"ref100","volume-title":"Architecture Enhancements for 5G System (5GS) to Support Network Data Analytics Services (Release 18)","year":"2023"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10380310\/10416824.pdf?arnumber=10416824","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,3]],"date-time":"2024-03-03T04:32:48Z","timestamp":1709440368000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10416824\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":100,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3359992","relation":{"is-referenced-by":[{"id-type":"doi","id":"10.1007\/s44163-025-00687-x","asserted-by":"object"}]},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}