Intelligent Resource Allocation in Wireless Communications Systems

被引：28
|
作者：
Lee, Woongsup [1 ]
Jo, Ohyun [2 ]
Kim, Minhoe [3 ]
机构：
[1] Gyeongsang Natl Univ, Dept Informat & Commun Engn, Jinju, South Korea
[2] Chungbuk Natl Univ, Dept Comp Sci, Cheongju, South Korea
[3] EURECOM, Biot, France
来源：
IEEE COMMUNICATIONS MAGAZINE | 2020年 / 58卷 / 01期
基金：
新加坡国家研究基金会;
关键词：
D O I：
10.1109/MCOM.001.1900199
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
The emergence of DL represents a potential paradigm shift in the design of WCS, from conventional handcrafted schemes based on mathematical models with assumptions, to autonomous schemes based on DL using large sets of data. In this article, we discuss the essential elements of DL and investigate an intelligent RA scheme based on a DNN, in which multiple goals with various constraints can be satisfied through DL. Having confirmed the optimality and feasibility of DNN-based RA through simulation, we discuss some of the key technical challenges that remain problematic for the application of DL in the practical application of WCS.
引用
收藏
页码：100 / 105
页数：6
相关论文
共 50 条
  • [1] A Predictive Resource Allocation for Wireless Communications Systems
    Teixeira M.J.
    Timóteo V.S.
    [J]. SN Computer Science, 2021, 2 (6)
  • [2] Resource Allocation for Wireless Communications with Distributed Reconfigurable Intelligent Surfaces
    Yang, Zhaohui
    Chen, Minzhe
    Saad, Walid
    Xu, Wei
    Shikh-Bahaei, Mohammad
    Poor, H. Vincent
    Cui, Shuguang
    [J]. 2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [3] Resource Allocation in OFDMA Wireless Communications Systems Supporting Multimedia Services
    Choi, Kae Won
    Jeon, Wha Sook
    Jeong, Dong Geun
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 2009, 17 (03) : 926 - 935
  • [4] Resource allocation for multicast services in multicarrier wireless communications
    Suh, Changho
    Mo, Jeonghoon
    [J]. 25TH IEEE INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS, VOLS 1-7, PROCEEDINGS IEEE INFOCOM 2006, 2006, : 1905 - 1916
  • [5] Resource allocation for multicast services in multicarrier wireless communications
    Suh, Changho
    Mo, Jeonghoon
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2008, 7 (01) : 27 - 31
  • [6] Quantum Neural Networks for Resource Allocation in Wireless Communications
    Narottama, Bhaskara
    Shin, Soo Young
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 21 (02) : 1103 - 1116
  • [7] Fairness Resource Allocation in Blind Wireless Multimedia Communications
    Zhou, Liang
    Chen, Min
    Qian, Yi
    Chen, Hsiao-Hwa
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2013, 15 (04) : 946 - 956
  • [8] Resource allocation in cellular wireless systems
    Iversen, VB
    Glenstrup, AJ
    [J]. PERSONAL WIRELESS COMMUNICATIONS, 2000, 51 : 123 - 132
  • [9] Resource Allocation for Intelligent Reflecting Surface Aided Cooperative Communications
    Gao, Yulan
    Yong, Chao
    Xiong, Zehui
    Niyato, Dusit
    Xiao, Yue
    Zhao, Jun
    [J]. 2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [10] Resource Allocation for Intelligent Reflecting Surface Aided Vehicular Communications
    Chen, Yuanbin
    Wang, Ying
    Zhang, Jiayi
    Li, Zhendong
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (10) : 12321 - 12326
12345