Time Varying Channel Tracking With Spatial and Temporal BEM for Massive MIMO Systems

doi:10.1109/TWC.2018.2848259

	Time Varying Channel Tracking With Spatial and Temporal BEM for Massive MIMO Systems
	Zhao, Jianwei 1,2,3; Xie, Hongxiang 4,5; Gao, Feifei 2,4; Jia, Weimin 3; Jin, Shi 6; Lin, Hai 7
	2018-08-01
发表期刊	IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS
ISSN	1536-1276
卷号	17 期号:8 页码:5653-5666
摘要	In this paper, we design a channel tracking method for massive multiple-input multiple-output systems under both time-varying and spatial-varying circumstances. By exploiting the characteristics of massive antenna array, a spatial-temporal basis expansion model is proposed to reduce the effective dimension of uplink/downlink channel, which decomposes channel state information into time-varying spatial information and gain information. We first model the user's movement as the one-order unknown Markov process, whose parameters are blindly obtained by expectation and maximization learning. Then, the uplink time-varying spatial information can also be blindly tracked by unscented Kalman filter and Taylor series expansion of the steering vector, while the rest of uplink channel gain information can be trained by only a few pilot symbols. Due to physical angle reciprocity, the spatial information of the downlink channel can be immediately computed from the uplink counterpart, which greatly reduces the complexity of downlink channel tracking. Various numerical results are provided to demonstrate the effectiveness of the proposed method.
关键词	Massive MIMO channel tracking BEM angle domain angle reciprocity UKF
DOI	10.1109/TWC.2018.2848259
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61771274] ; National Natural Science Foundation of China[61531011] ; Beijing Natural Science Foundation[4182030] ; Key Laboratory of Universal Wireless Communications, Ministry of Education, China ; National Science Foundation of China[61625106] ; JSPS KAKENHI Grant[JP17K06435]
WOS研究方向	Engineering ; Telecommunications
WOS类目	Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:000441933900050
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：37[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/5030
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Gao, Feifei
作者单位	1.Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing Key Lab Mobile Comp & Pervas Device, Beijing 100084, Peoples R China 3.High Tech Inst Xian, Xian 710025, Shaanxi, Peoples R China 4.Tsinghua Univ, Tsinghua Natl Lab Informat Sci & Technol, Beijing 10084, Peoples R China 5.Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA 6.Southeast Univ, Natl Commun Res Lab, Nanjing 210096, Jiangsu, Peoples R China 7.Osaka Prefecture Univ, Grad Sch Engn, Dept Elect & Informat Syst, Sakai, Osaka 5998531, Japan
推荐引用方式 GB/T 7714	Zhao, Jianwei,Xie, Hongxiang,Gao, Feifei,et al. Time Varying Channel Tracking With Spatial and Temporal BEM for Massive MIMO Systems[J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS,2018,17(8):5653-5666.
APA	Zhao, Jianwei,Xie, Hongxiang,Gao, Feifei,Jia, Weimin,Jin, Shi,&Lin, Hai.(2018).Time Varying Channel Tracking With Spatial and Temporal BEM for Massive MIMO Systems.IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS,17(8),5653-5666.
MLA	Zhao, Jianwei,et al."Time Varying Channel Tracking With Spatial and Temporal BEM for Massive MIMO Systems".IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS 17.8(2018):5653-5666.