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ShanghaiTech University Knowledge Management System
Prediction Algorithm of Mobile User Channel Capacity Based on Dynamic Mode Decomposition | |
2021-08-01 | |
发表期刊 | 北京邮电大学学报 |
ISSN | 1007-5321 |
卷号 | 44期号:4页码:89-94 |
发表状态 | 已发表 |
DOI | 10.13190/j.jbupt.2020-188 |
摘要 | To predict the channel capacity of mobile users and appropriately allocate user resources in multiple-input-multiple-output systems, a channel capacity prediction method based on dynamic mode decomposition (DMD) is proposed. Meanwhile, a selective normalized dynamic mode decomposition method based on empirical mode decomposition (ESN-DMD)is proposed to optimize the system.. The simulation results show that the DMD algorithm is only suitable for the prediction of user signals at low moving speed and low complex, while the ESN-DMD algorithm can adapt to the prediction of channel capacity of users with different moving speeds. © 2021, Editorial Department of Journal of Beijing University of Posts and Telecommunications. All right reserved. |
关键词 | Codes (symbols) Feedback control Forecasting MIMO systems Signal processing Telecommunication repeaters Capacity prediction Channel capacity prediction Channel's capacity Decomposition algorithm Dynamic mode decompositions Empirical Mode Decomposition Mobile users Normalisation ON dynamics Selective normalization |
收录类别 | EI ; 北大核心 ; CSCD |
语种 | 中文 |
出版者 | Beijing University of Posts and Telecommunications |
EI入藏号 | 20213910933847 |
EI主题词 | Channel capacity |
EI分类号 | 716.1 Information Theory and Signal Processing ; 723.2 Data Processing and Image Processing ; 731.1 Control Systems |
原始文献类型 | Journal article (JA) |
文献类型 | 期刊论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/133391 |
专题 | 信息科学与技术学院_PI研究组_杨旸组 信息科学与技术学院_PI研究组_周勇组 |
作者单位 | 1.School of Electronics and Information Engineering, Anhui University, Hefei; 230601, China; 2.School of Creativity and Art, Shanghai Tech University, Shanghai; 201210, China |
推荐引用方式 GB/T 7714 | Zhu, Jun,Tang, Bao-Yu,Li, Kai. Prediction Algorithm of Mobile User Channel Capacity Based on Dynamic Mode Decomposition[J]. 北京邮电大学学报,2021,44(4):89-94. |
APA | Zhu, Jun,Tang, Bao-Yu,&Li, Kai.(2021).Prediction Algorithm of Mobile User Channel Capacity Based on Dynamic Mode Decomposition.北京邮电大学学报,44(4),89-94. |
MLA | Zhu, Jun,et al."Prediction Algorithm of Mobile User Channel Capacity Based on Dynamic Mode Decomposition".北京邮电大学学报 44.4(2021):89-94. |
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