{"id":"https://openalex.org/W7163160816","doi":"https://doi.org/10.1016/j.procs.2026.04.148","title":"AI-Based Security Analysis of 6G Network Traffic in Smart Educational Platforms","display_name":"AI-Based Security Analysis of 6G Network Traffic in Smart Educational Platforms","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7163160816","doi":"https://doi.org/10.1016/j.procs.2026.04.148"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2026.04.148","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.04.148","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2026.04.148","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066723418","display_name":"Samira Achki","orcid":"https://orcid.org/0000-0003-1935-2906"},"institutions":[{"id":"https://openalex.org/I4210147360","display_name":"Sup de Co Marrakech","ror":"https://ror.org/03ez88s78","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210147360"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Samira Achki","raw_affiliation_strings":["Laboratory of Technologies & Digital Innovation, HEEC in Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Technologies & Digital Innovation, HEEC in Marrakech, Morocco","institution_ids":["https://openalex.org/I4210147360"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133405237","display_name":"Abderrahim BEN BOUNA","orcid":null},"institutions":[{"id":"https://openalex.org/I4210147360","display_name":"Sup de Co Marrakech","ror":"https://ror.org/03ez88s78","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210147360"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abderrahim Ben Bouna","raw_affiliation_strings":["Laboratory of Technologies & Digital Innovation, HEEC in Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Technologies & Digital Innovation, HEEC in Marrakech, Morocco","institution_ids":["https://openalex.org/I4210147360"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137625175","display_name":"Ahmed Ouqour","orcid":null},"institutions":[{"id":"https://openalex.org/I4210147360","display_name":"Sup de Co Marrakech","ror":"https://ror.org/03ez88s78","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210147360"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ahmed Ouqour","raw_affiliation_strings":["Laboratory of Technologies & Digital Innovation, HEEC in Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Technologies & Digital Innovation, HEEC in Marrakech, Morocco","institution_ids":["https://openalex.org/I4210147360"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030434187","display_name":"Layla Aziz","orcid":"https://orcid.org/0000-0002-6914-3021"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Layla AZIZ","raw_affiliation_strings":["ESIM, FPSB, chouaib Doukali University, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESIM, FPSB, chouaib Doukali University, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037202254","display_name":"Sanaa Kabil","orcid":null},"institutions":[{"id":"https://openalex.org/I4210147360","display_name":"Sup de Co Marrakech","ror":"https://ror.org/03ez88s78","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210147360"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Sanaa Kabil","raw_affiliation_strings":["LABSTY Laboratory, UPM, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LABSTY Laboratory, UPM, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210147360"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5066723418"],"corresponding_institution_ids":["https://openalex.org/I4210147360"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82513122,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"280","issue":null,"first_page":"1131","last_page":"1136"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.10840000212192535,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.10840000212192535,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13038","display_name":"Internet of Things and AI","score":0.07930000126361847,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.0763000026345253,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/security-analysis","display_name":"Security analysis","score":0.4959000051021576},{"id":"https://openalex.org/keywords/traffic-analysis","display_name":"Traffic analysis","score":0.4790000021457672},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.40959998965263367},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.38839998841285706},{"id":"https://openalex.org/keywords/smart-power","display_name":"Smart power","score":0.35280001163482666},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.3122999966144562}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8889999985694885},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6399999856948853},{"id":"https://openalex.org/C38369872","wikidata":"https://www.wikidata.org/wiki/Q7445009","display_name":"Security analysis","level":2,"score":0.4959000051021576},{"id":"https://openalex.org/C2781317605","wikidata":"https://www.wikidata.org/wiki/Q7832483","display_name":"Traffic analysis","level":2,"score":0.4790000021457672},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.40959998965263367},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.38839998841285706},{"id":"https://openalex.org/C2777913456","wikidata":"https://www.wikidata.org/wiki/Q2981107","display_name":"Smart power","level":3,"score":0.35280001163482666},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.329800009727478},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3122999966144562},{"id":"https://openalex.org/C517642484","wikidata":"https://www.wikidata.org/wiki/Q2388514","display_name":"Intelligence analysis","level":2,"score":0.30790001153945923},{"id":"https://openalex.org/C110406131","wikidata":"https://www.wikidata.org/wiki/Q41349","display_name":"Smart card","level":2,"score":0.2809000015258789},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C32946077","wikidata":"https://www.wikidata.org/wiki/Q618079","display_name":"Network analysis","level":2,"score":0.2678999900817871},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2535000145435333},{"id":"https://openalex.org/C527648132","wikidata":"https://www.wikidata.org/wiki/Q189900","display_name":"Information security","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2026.04.148","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.04.148","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2026.04.148","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.04.148","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W4385429522","https://openalex.org/W4403371487","https://openalex.org/W4405379263","https://openalex.org/W4409771615","https://openalex.org/W4410729294","https://openalex.org/W4414748743","https://openalex.org/W4415667870"],"related_works":[],"abstract_inverted_index":{"This":[0],"work":[1],"presents":[2],"a":[3,18,31,50],"new":[4,78],"and":[5,22,28,60,84,96],"sophisticated":[6],"AI-based":[7],"framework":[8],"for":[9,30,103],"supporting":[10],"educational":[11,93],"platforms\u2019":[12],"cybersecurity":[13],"over":[14],"6G":[15],"networks,":[16],"utilizing":[17],"multi-pronged":[19],"(multiclass)":[20],"dataset":[21],"advanced":[23],"techniques,":[24],"including":[25],"Random":[26],"Forest":[27],"XGBoost,":[29],"real-time":[32],"predictive":[33],"assessment":[34],"of":[35,76,105],"network":[36],"anomaly":[37],"detection.":[38],"The":[39,66],"algorithms":[40],"used":[41],"in":[42,107],"this":[43],"solution":[44],"are":[45],"robust":[46],"because":[47],"they":[48],"contain":[49],"balanced":[51],"(SMOTE)":[52],"dataset,":[53],"were":[54],"optimized":[55],"through":[56,62],"exhaustive":[57],"hyperparameter":[58],"optimization,":[59],"deployed":[61],"scalable":[63],"streaming":[64],"pipelines.":[65],"result":[67],"is":[68],"an":[69],"innovative":[70],"approach":[71],"to":[72],"the":[73,77,101,108],"proactive":[74],"resilience":[75],"radio":[79],"(NR)":[80],"User":[81],"Equipment":[82],"(UE)":[83],"Machine":[85],"Learning":[86],"(ML)-native":[87],"architectures,":[88],"aimed":[89],"at":[90],"protecting":[91],"essential":[92],"data":[94],"streams,":[95],"reducing":[97],"latency":[98],"while":[99],"increasing":[100],"potential":[102],"interception":[104],"threats":[106],"next":[109],"generation":[110],"ultra-high-performance":[111],"computing":[112],"environment.":[113]},"counts_by_year":[],"updated_date":"2026-06-18T08:10:14.011955","created_date":"2026-06-03T00:00:00"}