基于連續(xù)干擾消除的毫米波MIMO系統(tǒng)混合預(yù)編碼算法
doi: 10.11999/JEIT180379
-
南京郵電大學(xué)通信與信息工程學(xué)院 ??南京 ??210003
Hybrid Precoding Algorithm Based on Successive Interference Cancellation for Millimeter Wave MIMO Systems
-
College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China
-
摘要:
該文研究多用戶毫米波MIMO系統(tǒng)的混合模數(shù)預(yù)編碼器和合并器設(shè)計(jì)。針對(duì)因信號(hào)傳播漫散射造成的多用戶間信號(hào)干擾問題,提出一種基于連續(xù)干擾消除(SIC)的魯棒混合預(yù)編碼算法。首先對(duì)信道矩陣進(jìn)行正交分解,以消除來自已知用戶信號(hào)的干擾,從而將含有非凸約束的多用戶鏈路優(yōu)化問題分解為多個(gè)單用戶鏈路優(yōu)化問題。然后采用相位提取算法逐個(gè)求解每個(gè)用戶的最優(yōu)傳輸鏈路,并結(jié)合最小均方誤差(MMSE)準(zhǔn)則求得多用戶混合預(yù)編碼矩陣。仿真結(jié)果表明,與現(xiàn)有的混合預(yù)編碼算法相比,所提算法在強(qiáng)干擾環(huán)境下具有顯著的性能優(yōu)勢。
-
關(guān)鍵詞:
- MIMO系統(tǒng) /
- 毫米波 /
- 混合預(yù)編碼 /
- 連續(xù)干擾消除
Abstract:This paper investigates the design of hybrid analog and digital precoder and combiner for multi-user millimeter wave MIMO systems. Considering the problem of signal interference between multiple users due to diffuse scattering of signal propagation, a robust hybrid precoding algorithm based on Successive Interference Cancellation (SIC) is proposed. By deducing the orthogonal decomposition formula of the channel matrix to eliminate the interference from the known users’ signals, the multi-user links optimization problem with nonconvex constraints can be decompose into multiple single-user link optimization problems. The phase extraction algorithm is then used to search each user’s optimal transmission link one by one, and the multi-user hybrid precoding matrix is obtained in combination with Minimum Mean Square Error (MMSE) criterion. Simulation results show that the proposed algorithm has significant performance advantages compared with the existing hybrid precoding algorithms under severe interference conditions.
-
表 1 基于連續(xù)干擾消除的混合預(yù)編碼算法
輸入:${{{H}}_{u}},{u} = 1 ,2, ·\!·\!· ,{U}\;$; 輸出:${{{F}}_{{\rm{BB}}}}$, ${{{F}}_{{\rm{RF}}}}$, ${{{w}}_{u}},{u} = 1 ,2, ·\!·\!· ,{U}\;$; 初始化:${{{F}}_{{\rm{RF}}}} = {\rm{Empty}}$;$\widehat {{H}} = {\rm{Empty}}$;${{{T}}_ 1 } = {{{H}}_ 1 }$; for ${u} = 1 :{U}\;$ (1) 對(duì)${{{T}}_{u}}$進(jìn)行SVD分解,得到${{{v}}_ 1 }$和${{{q}}_ 1 }$; (2) ${{{v}}_ 1 }$代入式(14),得到${{{w}}_{u}}$; (3) ${{{q}}_ 1 }$代入式(15),得到${{{f}}_{{\rm{RF}},{u}}}$; (4) $\widehat {{h}}_u^{\rm{H}} = {{w}}_u^{\rm{H}}{{{H}}_u}$, $\widehat {{H}} = {\left[{\widehat {{H}}^{\rm{H}}}{\rm{ }}{\widehat {{h}}_{u}}\right]^{\rm{H}}}$, ${{{F}}_{{\rm{RF}}}} = [{{{F}}_{{\rm{RF}}}}{\rm{ }}{{{f}}_{{\rm{RF}},u}}]$; (5) $\widehat {{H}}$和${{{F}}_{{\rm{RF}}}}$代入式(16),得到${{{F}}_{{\rm{BB}}}}$; if ${u} < {U}\;$ (6) ${{{F}}_{u}} = {{{F}}_{{\rm{RF}}}}{{{F}}_{{\rm{BB}}}}$,代入式(17),得到${{{T}}_{{u} + 1}}$; end if end for ${{{F}}_{{\rm{BB}}}}{\rm{ = }}\sqrt {\frac{P}{{\left\| {{{{F}}_{{\rm{RF}}}}{{{F}}_{{\rm{BB}}}}} \right\|_{\rm{F}}^{2}}}} {{{F}}_{{\rm{BB}}}}$ 下載: 導(dǎo)出CSV
-
ANDREWS J G, BUZZI S, WAN C, et al. What will 5G be?[J]. IEEE Journal on Selected Areas in Communications, 2014, 32(6): 1065–1082. doi: 10.1109/JSAC.2014.2328098 RAPPAPORT T S, SUN S, MAYZUS R, et al. Millimeter wave mobile communications for 5G cellular: It will work![J]. IEEE Access, 2013, 1(1): 335–349. doi: 10.1109/ACCESS.2013.2260813 BAI Tiangang and HEATH R W. Coverage and rate analysis for millimeter-wave cellular networks[J]. IEEE Transactions on Wireless Communications, 2015, 14(2): 1100–1114. doi: 10.1109/TWC.2014.2364267 RUSEK F, PERSSON D, and LAU B K. Scaling up MIMO: Opportunities and challenges with very large arrays[J]. IEEE Signal Processing Magazine, 2013, 30(1): 40–60. doi: 10.1109/MSP.2011.2178495 AMADORI P V and MASOUROS C. Interference-driven antenna selection for massive multiuser MIMO[J]. IEEE Transactions on Vehicular Technology, 2016, 65(8): 5944–5958. doi: 10.1109/TVT.2015.2477457 AMADORI P V and MASOUROS C. Large scale antenna selection and precoding for interference exploitation[J]. IEEE Transactions on Communications, 2017, 65(10): 4529–4542. doi: 10.1109/TCOMM.2017.2720733 VENKATESWARAN V and van der VEEN A J. Analog beamforming in MIMO communications with phase shift networks and online channel estimation[J]. IEEE Transactions on Signal Processing, 2010, 58(8): 4131–4143. doi: 10.1109/TSP.2010.2048321 GHOLAM F, VIA J, and SANTAMARIA I. Beamforming design for simplified analog antenna combining architectures[J]. IEEE Transactions on Vehicular Technology, 2011, 60(5): 2373–2378. doi: 10.1109/TVT.2011.2142205 AYACH O E, RAJAGOPAL S, ABU-SURRA S, et al. Spatially sparse precoding in millimeter wave MIMO systems[J]. IEEE Transactions on Wireless Communications, 2014, 13(3): 1499–1513. doi: 10.1109/TWC.2014.011714.130846 YU Xianghao, SHEN J C, ZHANG Jun, et al. Alternating minimization algorithms for hybrid precoding in millimeter wave MIMO systems[J]. IEEE Journal of Selected Topics in Signal Processing, 2016, 10(3): 485–500. doi: 10.1109/JSTSP.2016.2523903 ALKHATEEB A, LEUS G, and HEATH R W. Limited feedback hybrid precoding for multi-user millimeter wave systems[J]. IEEE Transactions on Wireless Communications, 2015, 14(11): 6481–6494. doi: 10.1109/TWC.2015.2455980 NGUYEN D H N, LE L B, and LE-NGOC T. Hybrid MMSE precoding for mmWave multiuser MIMO systems[C]. 2016 IEEE International Conference on Communications, Kuala Lumpur, Malaysia, 2016: 1–6. 唐俊林, 曾媛, 岳光榮, 等. 60 GHz毫米波通信中貪婪迭代的波束成形方法[J]. 信號(hào)處理, 2017, 33(5): 669–675. doi: 10.16798/j.issn.1003-0530.2017.05.003TANG Junlin, ZENG Yuan, YUE Guangrong, et al. Greedy iterative beamforming method in 60 GHz millimeter wave communication[J]. Journal of Signal Processing, 2017, 33(5): 669–675. doi: 10.16798/j.issn.1003-0530.2017.05.003 LIANG Le, XU Wei, and DONG Xiaodai. Low-complexity hybrid precoding in massive multiuser MIMO systems[J]. IEEE Wireless Communications Letters, 2014, 3(6): 653–656. doi: 10.1109/LWC.2014.2363831 黃天宇, 馬林華, 胡星, 等. 一種實(shí)用的毫米波大規(guī)模MIMO混合預(yù)編碼算法[J]. 電子與信息學(xué)報(bào), 2017, 39(8): 1788–1795. doi: 10.11999/JEIT161211HUANG Tianyu, MA Linhua, HU Xing, et al. Practical hybrid precoding algorithm for millimeter wave massive MIMO[J]. Journal of Electronics &Information Technology, 2017, 39(8): 1788–1795. doi: 10.11999/JEIT161211 CHEN Jiaxuan, ZHAO Peiyao, WANG Zhaocheng, et al. Enhanced beam selection for multi-user mm-wave massive MIMO systems[J]. Electronics Letters, 2016, 52(14): 1268–1270. doi: 10.1049/el.2016.0771 RAPPAPORT T S, MACCARTNEY G R, SAMIMI M K, et al. Wideband millimeter-wave propagation measurements and channel models for future wireless communication system design[J]. IEEE Transactions on Communications, 2015, 63(9): 3029–3056. doi: 10.1109/TCOMM.2015.2434384 李元穩(wěn), 何世文, 李春國, 等. 多用戶毫米波MIMO系統(tǒng)中基于信道互易性的混合模數(shù)預(yù)編碼算法[J]. 信號(hào)處理, 2016, 32(8): 922–930. doi: 10.16798/j.issn.1003-0530.2016.08.06LI Yuanwen, HE Shiwen, LI Chunguo, et al. Hybrid analog and digital precoding algorithm based on channel reciprocity for multi-user millimeter wave MIMO systems[J]. Journal of Signal Processing, 2016, 32(8): 922–930. doi: 10.16798/j.issn.1003-0530.2016.08.06 GAO Xinyu, DAI Linglong, HAN Shuangfeng, et al. Energy-efficient hybrid analog and digital precoding for mmWave MIMO systems with large antenna arrays[J]. IEEE Journal on Selected Areas in Communications, 2016, 34(4): 998–1009. doi: 10.1109/JSAC.2016.2549418 ZHANG Didi, WANG Yafeng, LI Xuehua, et al. Hybridly connected structure for hybrid beamforming in mmWave massive MIMO systems[J]. IEEE Transactions on Communications, 2018, 66(2): 662–674. doi: 10.1109/TCOMM.2017.2756882 束鋒, 楊淑萍, 許正文, 等. 毫米波無線通信系統(tǒng)混合波束成形綜述[J]. 數(shù)據(jù)采集與處理, 2017, 32(3): 454–462. doi: 10.16337/j.1004-9037.2017.03.003SHU Feng, YANG Shuping, XU Zhengwen, et al. Overview of hybrid beamforming for millimeter wave systems[J]. Journal of Data Acquisition and Processing, 2017, 32(3): 454–462. doi: 10.16337/j.1004-9037.2017.03.003 -