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
  • [31] OpenRAN Gym: AI/ML development, data collection, and testing for O-RAN on PAWR platforms
    Bonati, Leonardo
    Polese, Michele
    D'Oro, Salvatore
    Basagni, Stefano
    Melodia, Tommaso
    [J]. COMPUTER NETWORKS, 2023, 220
  • [32] Hierarchical Meta-Reinforcement Learning for Resource-Efficient Slicing in O-RAN
    Chen, Xianfu
    Wu, Celimuge
    Zhao, Zhifeng
    Xiao, Yong
    Mao, Shiwen
    Ji, Yusheng
    [J]. IEEE CONFERENCE ON GLOBAL COMMUNICATIONS, GLOBECOM, 2023, : 2729 - 2735
  • [33] O-RAN based proactive ANR optimization
    Kumar, Hemant
    Sapru, Vivek
    Jaisawal, Sandeep Kumar
    [J]. 2020 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2020,
  • [34] Software Implementation of O-RAN Fronthaul Interface
    Choi, Seung Nam
    Kim, Nam Il
    [J]. 2023 28TH ASIA PACIFIC CONFERENCE ON COMMUNICATIONS, APCC 2023, 2023, : 53 - 56
  • [35] User Classification and Traffic Steering in O-RAN
    Ntassah, Rawlings
    Dell'Area, Gian Michele
    Granelli, Fabrizio
    [J]. IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2024, 5 : 3581 - 3594
  • [36] Security Framework in Digital Twin for O-RAN
    Attanayaka, Dinaj
    Rumesh, Yasintha
    Pinola, Jarno
    Porambage, Pawani
    [J]. 2024 JOINT EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS & 6G SUMMIT, EUCNC/6G SUMMIT 2024, 2024, : 889 - 894
  • [37] Proportional-fair uplink resource allocation with statistical QoS provisioning for RAN slicing
    Lee, Ying Loong
    Chuah, Teong Chee
    Loo, Jonathan
    Ke, Feng
    [J]. PHYSICAL COMMUNICATION, 2024, 65
  • [38] Communication and Computation O-RAN Resource Slicing for URLLC Services Using Deep Reinforcement Learning
    Filali, Abderrahime
    Nour, Boubakr
    Cherkaoui, Soumaya
    Kobbane, Abdellatif
    [J]. IEEE Communications Standards Magazine, 2023, 7 (01): : 66 - 73
  • [39] Exploiting NOMA for Radio Resource Efficient Traffic Steering Use-case in O-RAN
    Akhtar, Muhammad Waseem
    Mahmood, Aamir
    Abedin, Sarder Fakhrul
    Hassan, Syed Ali
    Gidlund, Mikael
    [J]. 2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022), 2022, : 5771 - 5776
  • [40] End-to-End O-RAN Control-Loop For Radio Resource Allocation in SDR-Based 5G Network
    Tripathi, Asheesh
    Mallu, Jaswanth S. R.
    Rahman, Md. Habibur
    Sultana, Abida
    Sathish, Aditya
    Huff, Alexandre
    Chowdhury, Mayukh Roy
    da Silva, Aloizio Pereira
    [J]. MILCOM 2023 - 2023 IEEE MILITARY COMMUNICATIONS CONFERENCE, 2023,