A Prediction Model for Channel State Information in Satellite Communication System

被引：7
|
作者：
Guo, Rongxue [1 ,2 ]
Wang, Ke [2 ]
Deng, Zhongliang [2 ]
Lin, Wenliang [2 ]
Song, Ruiliang [3 ]
机构：
[1] Minist Educ, Key Lab Universal Wireless Commun, Beijing, Peoples R China
[2] Beijing Univ Posts & Telecommun, Beijing, Peoples R China
[3] China Elect Technol Grp Corp, Res Inst 54, Beijing, Peoples R China
来源：
2020 IEEE 31ST ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (IEEE PIMRC) | 2020年
基金：
中国国家自然科学基金;
关键词：
Satellite; adaptive modulation and coding (AMC); channel state information (CSI); nonlinear distortion; time series prediction; neural network; PERFORMANCE;
D O I：
10.1109/pimrc48278.2020.9217275
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
As an important complement to sixth-generation (6G) systems, low earth orbit (LEO) satellite will increase system capacity and improve service coverage. A critical question in LEO satellite systems is how to increase spectral efficiency. The existing primary method is the adaptive modulation and coding (AMC) based on accurate channel state information (CSI). However, the long-time delay of LEO satellite will lead to outdated CSI. Existing works usually predicates the future CSI based on time series, which is usually influenced by the constriction on satellite payload, such as nonlinear distortion caused by a high-power amplifier (HPA). In this work, we investigate the effects of predicting CSI using an improved time series prediction model in order to resolve the above problems. The simulation results verify the accuracy of the improved model. Compared to the commonly-used model, the performance of the improved model has a significant increase in spectral efficiency.
引用
收藏
页数：6
相关论文
共 50 条
  • [21] Keyless Covert Communication via Channel State Information
    Zivarifard, Hassan
    Bloch, Matthieu R.
    Nosratinia, Aria
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2022, 68 (08) : 5440 - 5474
  • [22] Strategies in Covert Communication with Imperfect Channel State Information
    Peng, Xi
    Wang, Jianquan
    Xiao, Sa
    Tang, Wanbin
    2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2021,
  • [23] Covert Communication With Channel-State Information at the Transmitter
    Lee, Si-Hyeon
    Wang, Ligong
    Khisti, Ashish
    Wornell, Gregory W.
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2018, 13 (09) : 2310 - 2319
  • [24] THE INFORMATION TIMELINESS ANALYSE AND MODEL OF SATELLITE COMMUNICATION NETWORK
    Liu Haiyan
    Zhan Zhaoxin
    Bie Yuxia
    2014 4th IEEE International Conference on Network Infrastructure and Digital Content (IEEE IC-NIDC), 2014, : 288 - 292
  • [25] Spatial Channel State Information Prediction With Generative AI: Toward Holographic Communication and Digital Radio Twin
    Zhang, Lihao
    Sun, Haijian
    Zeng, Yong
    Hu, Rose Qingyang
    IEEE NETWORK, 2024, 38 (05): : 93 - 101
  • [26] Interference Alignment Based on Channel Prediction with Delayed Channel State Information
    Zhao, Nan
    Yu, F. Richard
    Sun, Hongjian
    Yin, Hongxi
    Nallanathan, Arumugam
    2012 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2012, : 4244 - 4248
  • [27] State updating of channel communication system CBCTL
    Yoshioka, S
    Kobayashi, M
    Tojo, S
    PROCEEDINGS OF THE IASTED INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND APPLICATIONS, 2006, : 487 - +
  • [28] A channel model for nongeostationary orbiting satellite system
    Hwang, SH
    Kim, KJ
    Ahn, JY
    Whang, KC
    1997 IEEE 47TH VEHICULAR TECHNOLOGY CONFERENCE PROCEEDINGS, VOLS 1-3: TECHNOLOGY IN MOTION, 1997, : 41 - 45
  • [29] Multipath　Fading　Channel　Simulation　for　Mobile　Satellite　Communication　System
    Gan Zhongmin
    Liu Qianlin
    Qu DexinCommunications Engineering InstituteNanjing
    通信学报, 1995, (04) : 49 - 55
  • [30] Guard channel and queuing strategy in the LEO satellite communication system
    Lu, Zhi-Yong
    Ding, Rui
    Wang, Hong-Wu
    Shen, Jian
    Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2006, 35 (02): : 175 - 178
12345