Fading Channel Prediction by Higher-Order Markov Model

被引:1
|
作者
Jarinova, Darina [1 ]
机构
[1] Univ Zilina, FEIT, Dept Multimedia & Informat Commun Technol, Zilina, Slovakia
关键词
fading channel; Markov model; channel state prediction; LONG-RANGE PREDICTION; CSI;
D O I
10.1109/ntsp49686.2020.9229537
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
Optimal and energy-efficient use of the fading radio channel requires prediction of transmission channel gain. It is often necessary to predict this value several time frames in advance to compensate the delay in the feedback channel. In this paper, the fading predictor based on higher-order Finite-state Markov model is examined. In the proposed method, the impact of channel gain discretization and model's order on prediction accuracy for medium and fast Rayleigh fading channel is discussed.
引用
收藏
页码:39 / 42
页数:4
相关论文
共 50 条
  • [1] Prediction of Channel State for Cognitive Radio Using Higher-Order Hidden Markov Model
    Chen, Zhe
    Qiu, Robert C.
    [J]. IEEE SOUTHEASTCON 2010: ENERGIZING OUR FUTURE, 2010, : 276 - 282
  • [2] A higher-order Markov model for the Newsboy's problem
    Ching, WK
    Fung, ES
    Ng, MK
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2003, 54 (03) : 291 - 298
  • [3] On the First-Order Markov Model for the PLC Fading Channel
    Shen, Wei
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION APPLICATIONS (ICCIA 2012), 2012, : 101 - 104
  • [4] A Higher-order interactive hidden Markov model and its applications
    Zhu, Dong-Mei
    Ching, Wai-Ki
    Elliott, Robert J.
    Siu, Tak-Kuen
    Zhang, Lianmin
    [J]. OR SPECTRUM, 2017, 39 (04) : 1055 - 1069
  • [5] A Higher-order interactive hidden Markov model and its applications
    Dong-Mei Zhu
    Wai-Ki Ching
    Robert J. Elliott
    Tak-Kuen Siu
    Lianmin Zhang
    [J]. OR Spectrum, 2017, 39 : 1055 - 1069
  • [6] On the Computation of the Higher-Order Statistics of the Channel Capacity over Generalized Fading Channels
    Yilmaz, Ferkan
    Alouini, Mohamed-Slim
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2012, 1 (06) : 573 - 576
  • [7] On computation with higher-order Markov chains
    Ching, WK
    Ng, MK
    Zhang, SQ
    [J]. Current Trends in High Performance Computing and Its Applications, Proceedings, 2005, : 15 - 24
  • [8] Geometry of Higher-Order Markov Chains
    Sturmfels, Bernd
    [J]. JOURNAL OF ALGEBRAIC STATISTICS, 2012, 3 (01) : 1 - 10
  • [9] A first order Markov chain based model for flat fading channel
    Saadani, A
    Tortelier, P
    [J]. 13TH IEEE INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, VOL 1-5, PROCEEDINGS: SAILING THE WAVES OF THE WIRELESS OCEANS, 2002, : 1636 - 1639
  • [10] Study of Autoregressive Model Order for Fading Radio Channel Prediction
    Jarinova, Darina
    [J]. TSP 2010: 33RD INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING, 2010, : 488 - 492