Fair Resource Allocation in Virtualized O-RAN Platforms

被引:0
|
作者
Aslan, Fatih [1 ]
Iosifidis, George [1 ]
Ayala-Romero, Jose A. [2 ]
Garcia-Saavedra, Andres [2 ]
Costa-Perez, Xavier [3 ]
机构
[1] TU Delft, Delft, Netherlands
[2] NEC Laboratories Europe, Germany
[3] NEC Laboratories Europe, I2CAT Foundation, ICREA, Spain
来源
Performance Evaluation Review | 2024年 / 52卷 / 01期
关键词
Energy efficiency;
D O I
10.1145/3673660.3655054
中图分类号
学科分类号
摘要
O-RAN systems in virtualized platforms (O-Cloud) offer performance boosts but also raise energy concerns. This paper assesses O-Cloud's energy costs and proposes energy-efficient policies for base station (BS) data loads and transport block (TB) sizes. These policies balance energy savings and performance fairly across servers and users. To handle the unknown and time-varying parameters affecting the policies, we develop a novel online learning framework with fairness guarantees that apply to the entire operation horizon of the system (long-term fairness). © 2024 Owner/Author.
引用
收藏
页码:59 / 60
相关论文
共 50 条
  • [21] The Cost of Securing O-RAN
    Groen, Joshua
    Kim, Brian
    Chowdhury, Kaushik
    [J]. ICC 2023-IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, 2023, : 5444 - 5449
  • [22] Routing and Packet Scheduling For Virtualized Disaggregate Functions in 5G O-RAN Fronthaul
    Zhang, Cheng Cheng
    Khoa Nguyen, Kim
    Cheriet, Mohamed
    [J]. 2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2021,
  • [23] Multi-Agent Team Learning in Virtualized Open Radio Access Networks (O-RAN)
    Iturria-Rivera, Pedro Enrique
    Zhang, Han
    Zhou, Hao
    Mollahasani, Shahram
    Erol-Kantarci, Melike
    [J]. SENSORS, 2022, 22 (14)
  • [24] Load Balancing in O-RAN
    Zafar, Hammad
    Tohidi, Ehsan
    Kasparick, Martin
    Stanczak, Slawomir
    [J]. 2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [25] Efficient IaC-Based Resource Allocation for Virtualized Cloud Platforms
    Mukhopadhyay, Nirmalya
    Tewari, Babul P.
    [J]. ADVANCED NETWORK TECHNOLOGIES AND INTELLIGENT COMPUTING, ANTIC 2021, 2022, 1534 : 200 - 214
  • [26] Energy-Efficient and Accelerated Resource Allocation in O-RAN Slicing Using Deep Reinforcement Learning and Transfer Learning
    Sherif, Heba
    Ahmed, Eman
    Kotb, Amira M.
    [J]. CYBERNETICS AND INFORMATION TECHNOLOGIES, 2024, 24 (03) : 132 - 150
  • [27] Intelligent Load Balancing and Resource Allocation in O-RAN: A Multi-Agent Multi-Armed Bandit Approach
    Lai, Chia-Hsiang
    Shen, Li-Hsiang
    Feng, Kai-Ten
    [J]. 2023 IEEE 34TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, PIMRC, 2023,
  • [29] Policy-Gradient-Based Reinforcement Learning for Computing Resources Allocation in O-RAN
    Sharara, Mahdi
    Pamuklu, Turgay
    Hoteit, Sahar
    Veque, Veronique
    Erol-Kantarci, Melike
    [J]. PROCEEDINGS OF THE 2022 IEEE 11TH INTERNATIONAL CONFERENCE ON CLOUD NETWORKING (IEEE CLOUDNET 2022), 2022, : 229 - 236
  • [30] O-RAN:让MEC灵活部署到RAN
    陈亚迷
    倪蔚辰
    [J]. 电信科学, 2019, 35(S2) (S2) : 23 - 30