Hybrid Precoding Based on Active Learning for mmWave Massive MIMO Communication Systems

被引:11
作者
Nouri, Mahdi [1 ]
Behroozi, Hamid [1 ]
Bastami, Hamed
Moradikia, Majid [2 ]
Jafarieh, Alireza [1 ]
Abdelhadi, Ahmed [2 ]
Han, Zhu [3 ,4 ]
机构
[1] Sharif Univ Technol, Dept Elect Engn, Tehran 3155267188, Iran
[2] Univ Houston, Dept Engn Technol, Houston, TX 77056 USA
[3] Univ Houston, Dept Elect & Comp Engn, Houston, TX USA
[4] Kyung Hee Univ, Dept Comp Sci & Engn, Seoul 446701, South Korea
基金
美国国家科学基金会;
关键词
Precoding; Millimeter wave communication; Complexity theory; Radio frequency; Array signal processing; Massive MIMO; Hybrid power systems; Hybrid precoding; active learning; millimeter-wave; massive MIMO; spectral efficiency; energy efficiency; MILLIMETER-WAVE SYSTEMS; PHASE SHIFTERS; BEAMFORMING DESIGN; LIMITED FEEDBACK; BEAM SELECTION; ANTENNA;
D O I
10.1109/TCOMM.2023.3247768
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
In this paper, a cost-effective and high-accuracy precoding technique based on $\epsilon $ -Fuzzy pareto active learning (FPAL) is proposed for millimeter wave (mmWave) massive MIMO communications. The proposed method achieves a low iteration convergence with low complexity. Two practical structures, namely fully-connected and partially-connected structures are considered for hybrid precoding. Furthermore, the effect of high and low-resolution quantization in the digital-to-analog converter, phase shifter, and imperfect channel state information are discussed. The performance results of the proposed technique and alternating minimization methods beside fully digital techniques are compared and discussed in the terms of the spectral efficiency (SE), bit error rate (BER), normalized mean square error (NMSE), energy efficiency (EE) for phase-shifter (PS) with low bit quantization, and imperfect channel state information (CSI). To address the applicability of the proposed method, experimental results are obtained from a real mmWave hardware setup compliant with 3GPP standards, and verify the simulated ones for the proposed e -FPAL hybrid precoding scheme. The reduced complexity, higher performance and EE make the proposed method suitable for 5G and beyond communication systems.
引用
收藏
页码:3043 / 3058
页数:16
相关论文
共 56 条
[1]  
3GPP, RP191498 3GPP
[2]   A Survey on Hybrid Beamforming Techniques in 5G: Architecture and System Model Perspectives [J].
Ahmed, Irfan ;
Khammari, Hedi ;
Shahid, Adnan ;
Musa, Ahmed ;
Kim, Kwang Soon ;
De Poorter, Eli ;
Moerman, Ingrid .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2018, 20 (04) :3060-3097
[3]  
Alexiou A., 2015, CISC VIS NETW IND GL, P1
[4]   Limited Feedback Hybrid Precoding for Multi-User Millimeter Wave Systems [J].
Alkhateeb, Ahmed ;
Leus, Geert ;
Heath, Robert W., Jr. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2015, 14 (11) :6481-6494
[5]   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
[6]  
Araujo D. C., 2016, P IEEE SENS ARR MULT
[7]   An Iterative Hybrid Transceiver Design Algorithm for Millimeter Wave MIMO Systems [J].
Chen, Chiao-En .
IEEE WIRELESS COMMUNICATIONS LETTERS, 2015, 4 (03) :285-288
[8]   Hybrid Beamforming With Discrete Phase Shifters for Millimeter-Wave Massive MIMO Systems [J].
Chen, Jung-Chieh .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (08) :7604-7608
[9]   Hybrid Precoding for WideBand Millimeter Wave MIMO Systems in the Face of Beam Squint [J].
Chen, Yun ;
Xiong, Yifeng ;
Chen, Da ;
Jiang, Tao ;
Ng, Soon Xin ;
Hanzo, Lajos .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (03) :1847-1860
[10]   Channel-Covariance and Angle-of-Departure Aided Hybrid Precoding for Wideband Multiuser Millimeter Wave MIMO Systems [J].
Chen, Yun ;
Chen, Da ;
Jiang, Tao ;
Hanzo, Lajos .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2019, 67 (12) :8315-8328