Decentralized Grant-Free mMTC Traffic Multiplexing with eMBB Data Through Deep Reinforcement Learning

被引：0
|
作者：
Di Gennaro, Giovanni [1 ]
Buonanno, Amedeo [2 ]
Romano, Gianmarco [1 ]
Buzzi, Stefano [3 ,4 ]
Palmieri, Francesco A. N. [1 ]
机构：
[1] Università Degli Studi della Campania 'Luigi Vanvitelli', Dipartimento di Ingegneria, Aversa,81031, Italy
[2] ENEA, Department of Energy Technologies and Renewable Sources, Portici,80055, Italy
[3] University of Cassino and Southern Lazio, Department of Electrical and Information Engineering (DIEI), Cassino,03043, Italy
[4] Politecnico di Milano, Informazione e Bioingegneria (DEIB), Dipartimento di Elettronica, Milan,20133, Italy
来源：
IEEE Transactions on Machine Learning in Communications and Networking | 2024年 / 2卷
关键词：
Deep reinforcement learning;
D O I：
10.1109/TMLCN.2024.3467044
中图分类号：
学科分类号：
摘要：
引用
收藏
页码：1440 / 1455
相关论文
共 50 条
  • [1] Flexible Multiplexing of Grant-Free URLLC and eMBB in Uplink
    Gerasin, Ilya
    Krasilov, Artem
    Khorov, Evgeny
    2020 IEEE 31ST ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (IEEE PIMRC), 2020,
  • [2] UAV Data Collection With Deep Reinforcement Learning for Grant-Free IoT
    Zhong, Jiale
    Hu, Yingdong
    Li, Ye
    Xu, Yicheng
    Gao, Ruifeng
    Wang, Jue
    2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [3] Prior Information Aided Deep Learning Method for Grant-Free NOMA in mMTC
    Bai, Yanna
    Chen, Wei
    Ai, Bo
    Zhong, Zhangdui
    Wassell, Ian J.
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2022, 40 (01) : 112 - 126
  • [4] System Level Analysis of eMBB and Grant-Free URLLC Multiplexing in Uplink
    Abreu, Renato
    Jacobsen, Thomas
    Pedersen, Klaus
    Berardinelli, Gilberto
    Mogensen, Preben
    2019 IEEE 89TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2019-SPRING), 2019,
  • [5] Throughput Optimization in Grant-Free NOMA with Deep Reinforcement Learning
    Huang, Rui
    Wong, Vincent W. S.
    Schober, Robert
    2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2019,
  • [6] Deep Reinforcement Learning for Throughput Improvement of the Uplink Grant-Free NOMA System
    Zhang, Jiazhen
    Tao, Xiaofeng
    Wu, Huici
    Zhang, Ning
    Zhang, Xuefei
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (07) : 6369 - 6379
  • [7] Throughput Optimization for Grant-Free Multiple Access With Multiagent Deep Reinforcement Learning
    Huang, Rui
    Wong, Vincent W. S.
    Schober, Robert
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (01) : 228 - 242
  • [8] Cooperative Deep Reinforcement Learning based Grant-Free NOMA Optimization for mURLLC
    Liu, Yan
    Deng, Yansha
    Elkashlan, Maged
    Nallanathan, Arumugam
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2022), 2022,
  • [9] Deep Reinforcement Learning-Based Grant-Free NOMA Optimization for mURLLC
    Liu, Yan
    Deng, Yansha
    Zhou, Hui
    Elkashlan, Maged
    Nallanathan, Arumugam
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2023, 71 (03) : 1475 - 1490
  • [10] A Data-assisted Algorithm for Truly Grant-free Transmissions of Future mMTC
    Ma, Yihua
    Yuan, Zhifeng
    Hu, Yuzhou
    Li, Weimin
    Li, Zhigang
    2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
12345