Enhanced Channel Estimation and Codebook Design for Millimeter-Wave Communication

被引:75
作者
Xiao, Zhenyu [1 ,2 ,3 ]
Dong, Hang [1 ,2 ,3 ]
Bai, Lin [1 ,2 ,3 ]
Xia, Pengfei [4 ,5 ]
Xia, Xiang-Gen [6 ,7 ]
机构
[1] Beihang Univ, Sch Elect & Informat Engn, Beijing 100191, Peoples R China
[2] Beihang Univ, Minist Ind & Informat Technol Peoples Republ Chin, Key Lab Adv Technol Near Space Informat Syst, Beijing 100804, Peoples R China
[3] Natl Engn Lab Big Data Applicat Technol Comprehen, Beijing 100191, Peoples R China
[4] Tongji Univ, Sch Elect & Informat Engn, Shanghai 200092, Peoples R China
[5] Tongji Univ, Key Lab Embedded Syst & Serv Comp, Shanghai 200092, Peoples R China
[6] Shenzhen Univ, Coll Informat Engn, Shenzhen 518060, Peoples R China
[7] Univ Delaware, Dept Elect & Comp Engn, Newark, DE 19716 USA
基金
中国国家自然科学基金;
关键词
Channel estimation; millimeter-wave (mmWave); compressed sensing; hierarchical search; beamforming; CELLULAR COMMUNICATIONS; BEAMFORMING PROTOCOL; MIMO SYSTEMS; NETWORKS;
D O I
10.1109/TVT.2018.2854369
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 existing channel estimation methods for millimeter-wave communications, e.g., hierarchical search and compressed sensing, either acquire only one single multipath component (MPC) or require considerably high training overhead. To realize fast yet accurate channel estimation, we propose a multipath decomposition and recovery approach in this paper. The proposed approach has two stages. In the first stage, instead of directly searching the real MPCs, we decompose each real MPC into several virtual MPCs and acquire the virtual MPCs by using the hierarchical search based on a normal-resolution codebook. Then, in the second stage, the real MPCs are recovered from the acquired virtual MPCs in the first stage, which turns out to he a sparse reconstruction problem, where the size of the dictionary matrix is greatly reduced by exploiting the results of the virtual multipath acquisition. Moreover, to make the proposed approach applicable for both analog and hybrid beamforming/combining devices with strict constant-modulus constraint, we particularly design a codebook for the hierarchical search by using an enhanced subarray technique, and the codebook is also applicable in other hierarchical search methods. Performance comparisons show that the proposed approach achieves a superior tradeoff between estimation performance and training penalty over the state-of-the-art alternatives.
引用
收藏
页码:9393 / 9405
页数:13
相关论文
共 29 条
[1]  
Alkhateeb A, 2015, INT CONF ACOUST SPEE, P2909, DOI 10.1109/ICASSP.2015.7178503
[2]   MIMO Precoding and Combining Solutions for Millimeter-Wave Systems [J].
Alkhateeb, Ahmed ;
Mo, Jianhua ;
Gonzalez-Prelcic, Nuria ;
Heath, Robert W., Jr. .
IEEE COMMUNICATIONS MAGAZINE, 2014, 52 (12) :122-131
[3]   Channel Estimation and Hybrid Precoding for Millimeter Wave Cellular Systems [J].
Alkhateeb, Ahmed ;
El Ayach, Omar ;
Leus, Geert ;
Heath, Robert W., Jr. .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2014, 8 (05) :831-846
[4]  
[Anonymous], P IEEE INT C COMM SY
[5]   Compressed Channel Sensing: A New Approach to Estimating Sparse Multipath Channels [J].
Bajwa, Waheed U. ;
Haupt, Jarvis ;
Sayeed, Akbar M. ;
Nowak, Robert .
PROCEEDINGS OF THE IEEE, 2010, 98 (06) :1058-1076
[6]   Spatially Sparse Precoding in Millimeter Wave MIMO Systems [J].
El Ayach, Omar ;
Rajagopal, Sridhar ;
Abu-Surra, Shadi ;
Pi, Zhouyue ;
Heath, Robert W., Jr. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2014, 13 (03) :1499-1513
[7]   Low-Rank Spatial Channel Estimation for Millimeter Wave Cellular Systems [J].
Eliasi, Parisa A. ;
Rangan, Sundeep ;
Rappaport, Theodore S. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (05) :2748-2759
[8]  
Firouzjaei E. Adabi, 2010, THESIS
[9]   Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding Over Frequency-Selective Fading Channels [J].
Gao, Zhen ;
Hu, Chen ;
Dai, Linglong ;
Wang, Zhaocheng .
IEEE COMMUNICATIONS LETTERS, 2016, 20 (06) :1259-1262
[10]   Suboptimal Beam Search Algorithm and Codebook Design for Millimeter-Wave Communications [J].
He, Tong ;
Xiao, Zhenyu .
MOBILE NETWORKS & APPLICATIONS, 2015, 20 (01) :86-97