{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T14:59:53Z","timestamp":1784300393271,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":24,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,12,4]],"date-time":"2024-12-04T00:00:00Z","timestamp":1733270400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,12,4]]},"DOI":"10.1145\/3636534.3697311","type":"proceedings-article","created":{"date-parts":[[2024,12,4]],"date-time":"2024-12-04T23:13:18Z","timestamp":1733353998000},"page":"1842-1849","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":15,"title":["AI-Driven Network Intrusion Detection and Resource Allocation in Real-World O-RAN 5G Networks"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4907-9437","authenticated-orcid":false,"given":"Theodoros","family":"Tsourdinis","sequence":"first","affiliation":[{"name":"Dept. of Electrical and Computer Engineering, University of Thessaly, Volos, Thessaly, Greece"},{"name":"LIP6, Sorbonne Universit\u00e9, Paris, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5944-1842","authenticated-orcid":false,"given":"Nikos","family":"Makris","sequence":"additional","affiliation":[{"name":"Dept. of Electrical and Computer Engineering, University of Thessaly & CERTH, Volos, Thessaly, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0162-335X","authenticated-orcid":false,"given":"Thanasis","family":"Korakis","sequence":"additional","affiliation":[{"name":"Dept. of Electrical and Computer Engineering, University of Thessaly & CERTH, Volos, Thessaly, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6993-101X","authenticated-orcid":false,"given":"Serge","family":"Fdida","sequence":"additional","affiliation":[{"name":"LIP6, Sorbonne Universit\u00e9, Paris, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2024,12,4]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jisa.2021.102943"},{"key":"e_1_3_2_1_2_1","volume-title":"Interfaces, Algorithms, Security, and Research Challenges","author":"Polese Michele","year":"2022","unstructured":"Michele Polese, Leonardo Bonati, Salvatore D'Oro, Stefano Basagni, and Tommaso Melodia. Understanding O-RAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges, 2022."},{"key":"e_1_3_2_1_3_1","first-page":"1","volume-title":"WSA 2019; 23rd International ITG Workshop on Smart Antennas","author":"Kaltenberger Florian","year":"2019","unstructured":"Florian Kaltenberger, Guy de Souza, Raymond Knopp, and Hongzhi Wang. The OpenAirInterface 5G New Radio Implementation: Current Status and Roadmap. In WSA 2019; 23rd International ITG Workshop on Smart Antennas, pages 1--5, 2019."},{"key":"e_1_3_2_1_4_1","first-page":"11","article-title":"Machine Learning in Network Anomaly Detection: A Survey. IEEE Access","author":"Wang Song","year":"2021","unstructured":"Song Wang, Juan Fernando Balarezo Serrano, Kandeepan Sithamparanathan, Akram Al-Hourani, Karina Gomez Chavez, and Ben Rubinstein. Machine Learning in Network Anomaly Detection: A Survey. IEEE Access, PP:1--1, 11 2021.","journal-title":"PP:1--1"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2803446"},{"key":"e_1_3_2_1_6_1","volume-title":"Machine Learning based Anomaly Detection for 5G Networks","author":"Lam Jordan","year":"2020","unstructured":"Jordan Lam and Robert Abbas. Machine Learning based Anomaly Detection for 5G Networks, 2020."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/6GNet54646.2022.9830390"},{"key":"e_1_3_2_1_8_1","first-page":"1","volume-title":"Cheng-Long Shao. Packet Continuity DDoS Attack Detection for Open Fronthaul in ORAN System. In NOMS 2024-2024 IEEE Network Operations and Management Symposium","author":"Chang Jung-Erh","year":"2024","unstructured":"Jung-Erh Chang, Yi-Chen Chiu, Yi-Wei Ma, Zhi-Xiang Li, and Cheng-Long Shao. Packet Continuity DDoS Attack Detection for Open Fronthaul in ORAN System. In NOMS 2024-2024 IEEE Network Operations and Management Symposium, pages 1--5, 2024."},{"key":"e_1_3_2_1_9_1","first-page":"417","volume-title":"Security Threat Analysis and Treatment Strategy for ORAN. In 2022 24th International Conference on Advanced Communication Technology (ICACT)","author":"Shen C.T.","year":"2022","unstructured":"C.T. Shen, Y.Y. Xiao, Y.W. Ma, J.L. Chen, Cheng-Mou Chiang, S.J. Chen, and Y. C. Pan. Security Threat Analysis and Treatment Strategy for ORAN. In 2022 24th International Conference on Advanced Communication Technology (ICACT), pages 417--422, 2022."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/IDAACS53288.2021.9661021"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICC45041.2023.10279349"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/2980159.2980163"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3643833.3656119"},{"key":"e_1_3_2_1_14_1","first-page":"513","volume-title":"OSC Community Lab: The Integration Test Bed for O-RAN Software Community. In 2022 IEEE Future Networks World Forum (FNWF)","author":"Bimo F.","year":"2022","unstructured":"F. Bimo, F. Feliana, S. Liao, C. Lin, D. F. Kinsey, J. Li, R. Jana, R. Wright, and R. Cheng. OSC Community Lab: The Integration Test Bed for O-RAN Software Community. In 2022 IEEE Future Networks World Forum (FNWF), pages 513--518, Los Alamitos, CA, USA, oct 2022. IEEE Computer Society."},{"key":"e_1_3_2_1_15_1","first-page":"02","article-title":"DRL-based Latency-Aware Network Slicing","author":"Raftopoulos Raoul","year":"2024","unstructured":"Raoul Raftopoulos, Salvatore d'oro, Tommaso Melodia, and Giovanni Schembra. DRL-based Latency-Aware Network Slicing in O-RAN with Time-Varying SLAs. 02 2024.","journal-title":"O-RAN with Time-Varying SLAs."},{"key":"e_1_3_2_1_16_1","volume-title":"OpenRAN Gym: An Open Toolbox for Data Collection and Experimentation with AI in O-RAN","author":"Bonati Leonardo","year":"2022","unstructured":"Leonardo Bonati, Michele Polese, Salvatore D'Oro, Stefano Basagni, and Tommaso Melodia. OpenRAN Gym: An Open Toolbox for Data Collection and Experimentation with AI in O-RAN, 2022."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2024.110445"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM54140.2023.10437791"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/MILCOM58377.2023.10356316"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/NOMS56928.2023.10154404"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2022.07.019"},{"key":"e_1_3_2_1_22_1","volume-title":"Intensive Preprocessing of KDD Cup 99 for Network Intrusion Classification Using Machine Learning Techniques","author":"Obeidat Ibrahim","year":"2018","unstructured":"Ibrahim Obeidat, Nabhan Hamadneh, Mouhammd Al-kasassbeh, and Mohammad Almseidin. Intensive Preprocessing of KDD Cup 99 for Network Intrusion Classification Using Machine Learning Techniques, 2018."},{"key":"e_1_3_2_1_23_1","first-page":"1","volume-title":"2018 International Conference on Networking, Embedded and Wireless Systems (ICNEWS)","author":"Rohith Raj","year":"2018","unstructured":"Rohith Raj S, Rohith R, Minal Moharir, and Shobha G. SCAPY- A powerful interactive packet manipulation program. In 2018 International Conference on Networking, Embedded and Wireless Systems (ICNEWS), pages 1--5, 2018."},{"key":"e_1_3_2_1_24_1","volume-title":"Proceedings of the 2021 17th CoNEXT. ACM.","author":"Schmidt Robert","unstructured":"Robert Schmidt, Mikel Irazabal, and Navid Nikaein. FlexRIC: an SDK for next-generation SD-RANs. In Proceedings of the 2021 17th CoNEXT. ACM."}],"event":{"name":"ACM MobiCom '24: 30th Annual International Conference on Mobile Computing and Networking","location":"Washington D.C. DC USA","acronym":"ACM MobiCom '24","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing"]},"container-title":["Proceedings of the 30th Annual International Conference on Mobile Computing and Networking"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3636534.3697311","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3636534.3697311","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T01:09:59Z","timestamp":1750295399000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3636534.3697311"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,4]]},"references-count":24,"alternative-id":["10.1145\/3636534.3697311","10.1145\/3636534"],"URL":"https:\/\/doi.org\/10.1145\/3636534.3697311","relation":{},"subject":[],"published":{"date-parts":[[2024,12,4]]},"assertion":[{"value":"2024-12-04","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}