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研究生: 沈郁翔
Yu-Hsiang Sheen
論文名稱: 一個針對 ORAN xApp 網路異常行為的分析方法
Detection of Abnormal Network Behavior on ORAN xApp
指導教授: 查士朝
Shi-Cho Cha
口試委員: 羅乃維
Nai-Wei Lo
黃政嘉
Jheng-Jia Huang
學位類別: 碩士
Master
系所名稱: 管理學院 - 資訊管理系
Department of Information Management
論文出版年: 2023
畢業學年度: 111
語文別: 中文
論文頁數: 33
中文關鍵詞: ORANxAPP異常偵測機器學習E2
外文關鍵詞: ORAN, xAPP, Anomaly Detection, Machine learning, E2
相關次數: 點閱:224下載:2
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隨著開放式架構的發展,ORAN架構被提出作為5G以及未來6G網路的基礎:傳統的無線電存取網路(Radio Access Network, RAN)將天線以及信號處理單元整合成硬體的基地台,所以掌控權完全在電信設備提供商手中,且不同供應商生產的RAN設備沒辦法相互溝通,無形中限制了4G網路的發展。
ORAN是一個建構於以往3GPP協定的開放式無線電存取網路架構。ORAN因其開放式的架構,斬斷了以往由特定廠商壟斷行動通訊元件市場,降低總體網路建置的成本; RAN功能軟體化後搭配ORAN元件AI及機器學習更可根據情況提供更好的網路資源配置以達到更好的效能。
ORAN架構中,xAPP被部署在近及時控制器,提供數據監控以及無限資源管理(RRM)。由於ORAN開源化,架構也較以往傳統RAN更為複雜,各個介面跟資料傳輸管道都有可能面臨資安風險。本研究將著重xAPP的E2介面,針對E2節點與RIC元件的封包傳輸進行監控,並利用單類別SVM模型進行異常偵測,而實驗結果也呈現了本研究架構的可行性。


With the development of open architecture, the ORAN framework has been proposed as the foundation for 5G and future 6G communication networks. The traditional radio access network (RAN) integrates antennas and signal processing units into hardware base stations, resulting in complete control by telecommunications equipment providers. In addition, lack of interoperability among RAN equipment from different vendors has inadvertently limited the advancement of 4G networks.
ORAN stands for Open Radio Access Network, an architecture built upon previous 3GPP protocols. It breaks the monopoly of specific vendors in the mobile communication component market, thereby reducing overall network deployment costs. With RAN function virtualization coupling with AI and machine learning within ORAN components, better network resource allocation and improved performance can be achieved.
Within the ORAN architecture, xAPP is deployed in the near real-time controller, providing data monitoring and Radio Resource Management (RRM). Due to the open nature of ORAN, the architecture is more complex compared to traditional RAN, and various interfaces and data transmission channels may face cybersecurity risks. This research focuses on the E2 interface of xAPP, monitors packet transmission between E2 nodes and RIC components, and utilizes One-Class SVM models for anomaly detection. The experimental results also demonstrate the feasibility of the research framework proposed in this study.

第一章 緒論 1.1 前言 1.2 研究動機及目的 1.3 論文架構 第二章 背景知識 2.1 ORAN 2.2 ORAN元件 第三章 文獻探討&問題定義 3.1 ORAN風險 3.2 問題定義 第四章 系統環境 第五章 實驗 第六章 結論及未來展望 參考文獻

[1] Yazz Krdzalic, “What is Radio Access Network (RAN)?”, May 12, 2022.
https://www.trentonsystems.com/blog/radio-access-network-ran
[2] M. Polese, L. Bonati, S. D’Oro, S. Basagni, T. Melodia, “Understanding ORAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges”. arXiv:2202.01032. https://arxiv.org/abs/2202.01032
[3]ORAN Alliance, “ORAN Working Group 3 (Near-Real-time RAN Intelligent
Controller and E2 Interface Workgroup)-Near-RT RIC Architecture”, https://www.ORAN.org/
[4]A. S. Abdalla, P.S. Upadhyaya, V.K Shah, and V. Marojevic, “Toward Next Generation open Radio Access Network- What ORAN can and Cannot Do” arXiv, Mar. 25, 2022. https://arxiv.org/abs/2111.13754
[5]”Overview-ORAN Application SDK” , https://wiki.ORAN-sc.org/display/ORANSDK/Overview
[6] A. Garcia-Saavedra and X. Costa-Perez. “ORAN: Distrupting The Virtualized RAN Ecosystem”. Institute of Electrical and Electronics Engineers (IEEE) Communications Standards Magazine, pp. 1 - 8, October 2021. [Online]. Available: https://ieeexplore. ieee.org/document/9579445
[7]”xAPP_Writer_s_Guide_v2.pdf”. ORAN Software Community, Jun. 22, 2021.
[Online]. Available: https://wiki.ORAN-sc.org/display/RICP/Introduction+and+guides?preview=/17269011/35881843/xApp
[8]”ORAN.WG11.Threat-Model.O-R003-v06.00”, ORAN Aliance, June 2023.
[Online]Available: https://orandownloadsweb.azurewebsites.net/specifications
[9]H.Wen, P. Porras, V. Yegneswaran, Zhiqiang Lin, “A Fine-Grained Telemetry Stream for Security Services in 5G Open Radio Access Networks”, 06 December. 2022, Association for Computing Machinery. https://doi-org.ezproxy.lib.ntust.edu.tw/10.1145/3565474.3569070
[10]P. Malpezzi, “ORAN Software Deployment and Orchestration on Virtualized Infrastructures”, Academic Year 2020/2021. chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://amslaurea.unibo.it/24128/1/Malpezzi_thesis_CORRECT.pdf
[11] What is Elasticsearch? | Elasticsearch Guide [8.8], https://www.elastic.co/guide/en/elasticsearch/reference/current/elasticsearch-intro.html
[12]”User-Guide” | ORAN Alliance, https://docs.ORAN-sc.org/projects/ORAN-sc-ric-plt-submgr/en/latest/user-guide.html
[13] ”ORAN.WG3. E2AP-v01.01”, ORAN Alliance, June 2023.
[Online]Available: https://orandownloadsweb.azurewebsites.net/specifications
[14]Promox Virtual Environment, https://www.proxmox.com/en/about/company

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全文公開日期 2028/08/28 (校外網路)
全文公開日期 2028/08/28 (國家圖書館:臺灣博碩士論文系統)
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