博碩士論文 110523052 詳細資訊




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姓名 賴彥州(Yan-Chou Lai)  查詢紙本館藏   畢業系所 通訊工程學系
論文名稱 5G O-RAN多租戶環境下任務卸載方法之研究
(Study of Task Offloading Scheme in 5G O-RAN Multi-Tenant Environment)
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檔案 [Endnote RIS 格式]    [Bibtex 格式]    [相關文章]   [文章引用]   [完整記錄]   [館藏目錄]   至系統瀏覽論文 (2025-9-1以後開放)
摘要(中) 近年O-RAN聯盟提出的開放式無線電接入網路(Open Radio Access Network, O-RAN)已成為電信網路商在部署基地台方面著眼的新標準,O-RAN與傳統的基地台架構不同,它把原本的架構分解了無線電單元(Radio Unit, RU)、分佈式單元(Distributed Unit, DU)以及集中單元(Central Unit, CU),行動網路運營商(Mobile Network Operator, MNO)可以安裝自己的無線電單元,並租賃可以計算他們所需的分佈式單元(DU)和集中單元(CU)功能的計算資源,使用這種方式,便形成了一個多租戶架構的O-RAN網路。
隨著5G網路的制定及商轉,行動裝置的要求變得複雜多變,根據5G其中的兩大應用情境URLLC(Ultra-Reliable and Low Latency Communication)以及eMBB(Enhanced Mobile Broadband),裝置可能會提出低延遲及高可靠度傳輸,或是高頻寬的要求,以應對不同的使用情境。
本篇論文提出一個基於5G O-RAN多租戶網路的系統,針對URLLC和eMBB任務,將連接Macro cell RU的Edge Cloud以及位於中心機房的Regional Cloud 視為邊緣運算架構,使用集中式的控制器來決定任務卸載策略,本篇論文所提出的方法可以改善整個系統中行動網路運營商的營業成本,降低任務拒絕率及提高資料吞吐量。
摘要(英) In recent years, the Open Radio Access Network (O-RAN), proposed by the O-RAN Alliance, has become a new standard focused on deploying base stations for telecommunication network operators. Unlike traditional base station architectures, O-RAN decomposes the original structure into Radio Unit (RU), Distributed Unit (DU), and Central Unit (CU). Mobile network operators can install their own radio units and lease computational resources for DUs and CUs, forming a multi-tenant architecture O-RAN network.
With the establishment and commercialization of 5G networks, the requirements for mobile devices have become increasingly complex. Based on the two major 5G application scenarios, Ultra-Reliable and Low Latency Communication (URLLC) and Enhanced Mobile Broadband (eMBB), devices may demand low latency and high reliability transmission or high bandwidth to cater to different usage scenarios.
This paper proposes a system based on a 5G O-RAN multi-tenant network, focusing on URLLC and eMBB tasks. It considers the Edge Cloud connecting Macro cell RUs and the Regional Cloud located in the central data center as edge computing infrastructures, utilizing a centralized controller to determine task offloading strategies. The proposed method can improve the operational costs of mobile network operators, reduce task rejection rates, and enhance data throughput in the system.
關鍵字(中) ★ O-RAN
★ 多租戶網路
★ 多伺服器任務卸載
關鍵字(英) ★ O-RAN
★ multi-tenant network
★ multi-server task offloading
論文目次 摘要 I
ABSTRACT II
致謝 III
目錄 IV
圖目錄 VI
表目錄 IX
1. 第一章 緒論 1
1.1 研究背景 1
1.2 研究動機與目的 1
1.3 章節概要 2
2. 第二章 相關研究背景 3
2.1 5G NR介紹 3
2.2 O-RAN架構介紹 6
2.2.1 O-RAN功能分離介紹 8
2.2.2 O-RAN Cloud部署情境 9
2.3 邊緣運算(Edge Computing)介紹 9
2.4 相關文獻 12
3. 第三章 研究方法 14
3.1 系統架構 14
3.2 系統流程 23
3.2.1 系統參數 23
3.2.2 UE發起任務流程 25
3.2.3 URLLC任務卸載演算法 26
3.2.4 eMBB任務卸載演算法 30
4. 第四章 模擬結果與討論 33
4.1 模擬環境 33
4.2 模擬參數 34
4.3 模擬結果比較 35
4.3.1 UE分佈平衡時不同UE數量之效能分析 36
4.3.2 UE分佈不平衡時不同UE數量之效能分析 45
5. 第五章 結論 54
5.1 未來研究方向 54
6. 參考資料 56
參考文獻 [1] [Online]. Available: https://www.3gpp.org/technologies/5g-system-overview. [Accessed 28 6 2023].
[2] [Online]. Available: https://www.temcom.com/how-to-test-the-ultra-reliability-and-low-latency-of-5g-networks-according-to-urllc-requirements/. [Accessed 28 6 2023].
[3] 3GPP, "NR Overall description Stage-2," in 3GPP TS 38.300 version 15.7.0 Release 15, 2019-10.
[4] 3GPP, "5G System Architecture for the 5G System," in 3GPP TS 23.501 version 15.3.0 Release 15, 2018-09.
[5] [Online]. Available: https://docs.o-ran-sc.org/en/latest/architecture/architecture.html. [Accessed 28 06 2023].
[6] [Online]. Available: https://www.2cm.com.tw/2cm/zh-tw/market/A9021CF00A0C4A7A9424ECBDF997E7C6. [Accessed 28 06 2023].
[7] [Online]. Available: https://www.sharetechnote.com/html/OpenRAN/OR_WhereToSplit.html#Why_7_2_split. [Accessed 28 6 2023].
[8] [Online]. Available: https://www.5gtechnologyworld.com/open-ran-functional-splits-explained/. [Accessed 28 6 2023].
[9] "O-RAN Use Cases and Deployment Scenarios White Paper," O-RAN Alliance, 2020.
[10] [Online]. Available: https://www.fsp-group.com/tw/knowledge-app-42.html. [Accessed 28 06 2023].
[11] ETSI, "Multi-access Edge Computing (MEC) Framework and Reference Architecture," in ETSI GS MEC 003 V3.1.1, 2022-03.
[12] Sourav Mondal and Marco Ruffini, "A Min-Max Fair Resource Allocation Framework for Optical x-haul and DU/CU in Multi-tenant O-RANs," in ICC 2022 - IEEE International Conference on Communications, Seoul, Korea, 2022.
[13] Anselme Ndikumana, Kim Khoa Nguyen and Mohamed Cheriet, “Age of Processing-Based Data Offloading for Autonomous Vehicles in MultiRATs Open RAN,” IEEE Transactions on Intelligent Transportation Systems ( Volume: 23, Issue: 11, November 2022) , pp. 21450 - 21464, 25 7 2022.
[14] Anselme Ndikumana, Kim Khoa Nguyen and Mohamed Cheriet, “Federated Learning Assisted Deep Q-Learning for Joint Task Offloading and Fronthaul Segment Routing in Open RAN,” IEEE Transactions on Network and Service Management ( Early Access ), pp. 1 - 1, 15 2 2023.
[15] Cheng Cheng Zhang, Kim Khoa Nguyen and Mohamed Cheriet, "Routing and Packet Scheduling For Virtualized Disaggregate Functions in 5G O-RAN Fronthaul," in 2021 IEEE Global Communications Conference (GLOBECOM), Madrid, Spain, 2021.
[16] Zeinab Akhavan, Mona Esmaeili, Babak Badnavay, Mohammad Yousefi, Xiang Sun, Michael Devetsikiotis and Payman Zarkesh-Ha, "Deep Reinforcement Learning for Online Latency Aware Workload Offloading in Mobile Edge Computing," in 2022 IEEE Global Communications Conference (GLOBECOM), Rio de Janeiro, Brazil, 2022.
指導教授 陳彥文(Yen-Wen Chen) 審核日期 2023-7-27
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