通信学报 ›› 2020, Vol. 41 ›› Issue (5): 168-186.doi: 10.11959/j.issn.1000-436x.2020107
谢莎,李浩然,李玲香,陈智,李少谦
修回日期:
2020-04-06
出版日期:
2020-05-25
发布日期:
2020-05-30
作者简介:
谢莎(1994- ),女,重庆人,电子科技大学博士生,主要研究方向为太赫兹通信技术及高效的通信计算一体化技术|李浩然(1997- ),女,河北承德人,电子科技大学硕士生,主要研究方向为移动边缘计算及未来通信系统中高低频共存问题|李玲香(1987- ),女,湖南邵阳人,博士,中南大学副教授、硕士生导师,主要研究方向为6G移动通信、移动边缘计算、无线安全通信技术等|陈智(1974- ),男,四川南充人,博士,电子科技大学教授、博士生导师,主要研究方向为太赫兹通信、无线与移动通信、通信抗干扰技术|李少谦(1957- ),男,四川成都人,电子科技大学教授、博士生导师,主要研究方向为抗干扰通信和宽带无线与移动通信技术
基金资助:
Sha XIE,Haoran LI,Lingxiang LI,Zhi CHEN,Shaoqian LI
Revised:
2020-04-06
Online:
2020-05-25
Published:
2020-05-30
Supported by:
摘要:
太赫兹频段(0.1~10 THz)信号在空气中传播衰减大、传输距离短,在太赫兹通信技术得到广泛应用之前,这些关键问题需要攻克。首先,介绍了当前太赫兹信道的研究进展,包括信道建模、信道测量及信道估计。在此基础上,分析了单用户基本通信场景和多用户复杂通信场景,并针对各个场景中存在的问题列举了可能的解决方案。最后,展望了太赫兹通信未来可行的研究方向。
中图分类号:
谢莎,李浩然,李玲香,陈智,李少谦. 太赫兹通信技术综述[J]. 通信学报, 2020, 41(5): 168-186.
Sha XIE,Haoran LI,Lingxiang LI,Zhi CHEN,Shaoqian LI. Survey of terahertz communication technology[J]. Journal on Communications, 2020, 41(5): 168-186.
[1] | RANGAN S , RAPPAPORT T S , ERKIP E . Millimeter-wave cellular wireless networks:Potentials and challenges[J]. Proceedings of the IEEE, 2014,102(3): 366-385. |
[2] | HEATH R W , GONNZALEA-PRELCIC N , RANGAN S ,et al. An overview of signal processing techniques for millimeter wave MIMO systems[J]. IEEE Journal of Selected Topics in Signal Processing, 2016,10(3): 436-453. |
[3] | AKYLIDIZ I F , JORNET J M , HAN C . TeraNets:ultra-broadband communication networks in the terahertz band[J]. IEEE Wireless Communications, 2014,21(4): 130-135. |
[4] | HAN C , BICEN A O , AKYILDIZ F . Multi-wideband waveform design for distance-adaptive wireless communications in the terahertz band[J]. IEEE Transactions on Signal Processing, 2016,64(4): 910-922. |
[5] | LIN C , LI G Y . Energy-efficient design of indoor mmWave and sub-THz systems with antenna arrays[J]. IEEE Transactions on Wireless Communications, 2016,15(7): 4660-4672. |
[6] | HUQ K M S , BUARI S A , RODRIGUEZ J ,et al. Terahertz-enabled wireless system for beyond-5G ultra-fast networks:a brief survey[J]. IEEE Network, 2019,33(4): 89-95. |
[7] | JORNET J M , AKYILDIZ I F . Channel modeling and capacity analysis for electromagnetic wireless nanonetworks in the terahertz band[J]. IEEE Transactions on Wireless Communications, 2011,10(10): 3211-3221. |
[8] | PETROV V , PYATTAEV A , MOLTCHANOV D ,et al. Terahertz band communications:applications,research challenges,and standardization activities[C]// 2016 8th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops. Piscataway:IEEE Press, 2016: 183-190. |
[9] | CHEN Z , MA X , ZHANG B ,et al. A survey on terahertz communications[J]. China Communications, 2019,16(2): 1-35. |
[10] | FENG L , YANG Q , PARK D ,et al. Energy efficient nano-node association and resource allocation for hierar-chical nano-communication networks[J]. IEEE Transactions on Molecular,Biological and Multi-Scale Communications, 2018,4(4): 208-220. |
[11] | 边明明, 王世涛, 雷利华 ,等. 太赫兹技术及空间应用国内外发展现状研究[J]. 空间电子技术, 2013,10(4): 80-84. |
BIAN M M , WANG S T , LEI L H ,et al. Study of the domestic and abroad development status of THz technology and its space application[J]. Space Electronic Technology, 2013,10(4): 80-84. | |
[12] | 雷红文, 王虎, 杨旭 ,等. 太赫兹技术空间应用进展分析与展望[J]. 空间电子技术, 2017,14(2): 1-7,12. |
LEI H W , WANG H , YANG X ,et al. Analysis and progress of terahertz techniques applied in space science[J]. Space Electronic Technology, 2017,14(2): 1-7,12. | |
[13] | 刘丰, 朱忠博, 崔万照 ,等. 太赫兹技术在空间领域应用的探讨[J]. 太赫兹科学与电子信息学报, 2013,11(6): 857-866. |
LIU F , ZHU Z B , CUI W Z ,et al. Application of terahertz techniques in space science[J]. Journal of Terahertz Science and Electronic Information Technology, 2013,11(6): 857-866. | |
[14] | ITU-R P . 676-9,Attenuation by atmospheric gases,ITU-R Recommendation[S]. Geneva:International Telecommunication Union, 2012. |
[15] | KüRNER T , PRIEBE S . Towards THz communications-status in research,standardization and regulation[J]. Journal of Infrared,Millimeter and Terahertz Waves, 2013,35(1):68. |
[16] | SIEGEL P H . Terahertz technology[J]. IEEE Transactions on Microwave Theory and Techniques, 2002,50(3): 910-928. |
[17] | 王承祥, 黄杰, 王海明 ,等. 面向6G的无线通信信道特性分析与建模[J]. 物联网学报, 2020,4(1): 19-32. |
WANG C X , HUANG J , WANG H M ,et al. 6G oriented wireless communication channel characteristics analysis and modeling[J]. Chinese Journal on Internet of Things, 2020,4(1): 19-32. | |
[18] | HAN C , BICEN A O , AKYILDIZ I F . Multi-ray channel modeling and wideband characterization for wireless communications in the terahertz band[J]. IEEE Transactions on Wireless Communications, 2015,14(5): 2402-2412. |
[19] | HAN C , CHEN Y . Propagation modeling for wireless communications in the terahertz band[J]. IEEE Communications Magazine, 2018,56(6): 96-101. |
[20] | 陈珲, 徐亮, 张言明 ,等. 超电大复杂目标太赫兹散射特性建模微波方法延拓研究[J]. 雷达学报, 2018,7(1): 108-118. |
CHEN H , XU L , ZHANG Y M ,et al. Theoretical extension of a microwave EM method for predicting the terahertz scattering of electrical[J]. Journal of Radars, 2018,7(1): 108-118. | |
[21] | LIN C , LI G Y . Indoor terahertz communications:how many antenna arrays are needed[J]. IEEE Transactions on Wireless Communications, 2015,14(6): 3097-3107. |
[22] | LIN C , LI G Y . Distance-aware multi-carrier indoor terahertz communications with antenna array selection[C]// 2014 IEEE 25th Annual International Symposium on Personal,Indoor,and Mobile Radio Communication. Piscataway:IEEE Press, 2014: 522-526. |
[23] | LIN C , LI G Y . Adaptive beamforming with resource allocation for distance-aware multi-user indoor terahertz communications[J]. IEEE Transactions on Communications, 2015,63(8): 2985-2995. |
[24] | PRIEBE S , KURNER T . Stochastic modeling of THz indoor radio channels[J]. IEEE Transactions on Wireless Communications, 2013,12(9): 4445-4455. |
[25] | PIESIEWICZ R , JANSEN C , MITTLEMAN D ,et al. Scattering analysis for the modeling of THz communication systems[J]. IEEE Transactions on Antennas and Propagation, 2007,55(11): 3002-3009. |
[26] | KIM S , ZAJIC A . Statistical modeling of THz scatter channels[C]// 2015 9th European Conference on Antennas and Propagation. Bruxelles:EurAPP, 2015: 1-5. |
[27] | KHALID N , ABBASI N A , AKAN O B . 300 GHz broadband transceiver design for low-THz band wireless communications in indoor internet of things[C]// 2017 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber,Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData). Piscataway:IEEE Press, 2017: 770-775. |
[28] | KIM S , ZAJIC A . Statistical characterization of 300-GHz propagation on a desktop[J]. IEEE Transactions on Vehicular Technology, 2015,64(8): 3330-3338. |
[29] | GUAN K , PENG B , HE D ,et al. Channel sounding and ray tracing for train-to-train communications at the THz band[C]// 2019 13th European Conference on Antennas and Propagation (EuCAP). Bruxelles:EurAPP, 2019: 1-5. |
[30] | GUAN K , PENG B , HE D ,et al. Measurement,simulation,and characterization of train-to-infrastructure inside-station channel at the terahertz band[J]. IEEE Transactions on Terahertz Science and Technology, 2019,9(3): 291-306. |
[31] | KHALID N , AKAN O B . Experimental Throughput Analysis of Low-THz MIMO Communication Channel in 5G Wireless Networks[J]. IEEE Wireless Communications Letters, 2016,5(6): 616-619. |
[32] | SCHRAM V , MOLDOVAN A , GERSTACKER W H . Compressive sensing for indoor THz channel estimation[C]// 2018 52nd Asilomar Conference on Signals,Systems,and Computers,Pacific Grove. Piscataway:IEEE Press, 2018: 1539-1546. |
[33] | PENG B , JIAO Q , KURNER T . Angle of arrival estimation in dynamic indoor THz channels with Bayesian filter and reinforcement learning[C]// 2016 24th European Signal Processing Conference (EUSIPCO). EURASIP, 2016: 1975-1979. |
[34] | PENG B , KURNER T . Three-dimensional angle of arrival estimation in dynamic indoor terahertz channels using a forward–backward algorithm[J]. IEEE Transactions on Vehicular Technology, 2017,66(5): 3798-3811. |
[35] | PENG B , GUAN K , KURNER T . Cooperative dynamic angle of arrival estimation considering space–time correlations for terahertz communications[J]. IEEE Transactions on Wireless Communications, 2018,17(9): 6029-6041. |
[36] | PENG B , GUAN K , Rey S ,et al. Power-angular spectra correlation based two step angle of arrival estimation for future indoor terahertz communications[J]. IEEE Transactions on Antennas and Propagation, 2019,67(11): 7097-7105. |
[37] | GUAN K , PENG B , HE D ,et al. Channel characterization for intra-wagon communication at 60 and 300 GHz bands[J]. IEEE Transactions on Vehicular Technology, 2019,68(6): 5193-5207. |
[38] | GAO X , DAI L , ZHANG Y ,et al. Fast channel tracking for terahertz beamspace massive MIMO systems[J]. IEEE Transactions on Vehicular Technology, 2017,66(7): 5689-5696. |
[39] | GUO Z , WANG X , HENG W . Millimeter-wave channel estimation based on 2-D Beamspace MUSIC method[J]. IEEE Transactions on Wireless Communications, 2017,16(8): 5384-5394. |
[40] | GAO X , DAI L , HAN S ,et al. Reliable beamspace channel estimation for millimeter-wave massive MIMO systems with lens antenna array[J]. IEEE Transactions on Wireless Communications, 2017,16(9): 6010-6021. |
[41] | GAO X , DAI L , ZHOU S ,et al. Wideband Beamspace channel estimation for millimeter-wave MIMO systems relying on lens antenna arrays[J]. IEEE Transactions on Signal Processing, 2019,67(18): 4809-4824. |
[42] | HE H , WEN C , JIN S ,et al. Deep learning-based channel estimation for Beamspace mmWave massive MIMO systems[J]. IEEE Wireless Communications Letters, 2018,7(5): 852-855. |
[43] | ZHU F , LIU A , LAU V K N . Channel estimation and localization for mmWave systems:a sparse bayesian learning approach[C]// ICC 20192019 IEEE International Conference on Communications (ICC). Piscataway:IEEE Press, 2019: 1-6. |
[44] | AKUILDIZ I F , JORNET J M . Realizing ultra-massive MIMO(1024 × 1024)communication in the (0.06-10)terahertz band[J]. Nano Communication Networks, 2016(8): 46-54. |
[45] | HAN C , WU Y , CHEN Z ,et al. Terahertz communications (teracom):challenges and impact on 6G wireless systems[J]. arXiv Preprint,arXiv:1912.06040, 2019 |
[46] | GODARA L C . Application of antenna arrays to mobile communications.II.Beam-forming and direction-of-arrival considerations[J]. Proceedings of the IEEE, 1997,85(8): 1195-1245. |
[47] | PENG B , PRIEBE S , KURNER T . Effects of phase shift errors on the antenna directivity of phased arrays in indoor terahertz communications[C]// 2014 11th International Symposium on Wireless Communications Systems. Piscataway:IEEE Press, 2014: 355-359. |
[48] | 刘峻峰, 刘硕, 傅晓建 ,等. 太赫兹信息超材料与超表面[J]. 雷达学报, 2018,7(1): 46-55. |
LIU J F , LIU S , FU X J ,et al. Terahertz information metamaterials and metasurfaces[J]. Journal of Radars, 2018,7(1): 46-55. | |
[49] | 张磊, 刘硕, 崔铁军 . 电磁编码超材料的理论与应用[J]. 中国光学, 2017,10(1): 1-12. |
ZHANG L , LIU S , CUI T J . Theory and application of coding metamaterials[J]. Chinese Optics, 2017,10(1): 1-12. | |
[50] | 卞建雄 . 基于太赫兹超材料反射阵列单元散射特性研究[D]. 成都:电子科技大学, 2018. |
BIAN J X . Research on scattering characteristics of reflectivearrays based on terahertz metamaterials[D]. Chengdu:University of Electronic Science and Technology of China, 2018. | |
[51] | 刘华洋 . 基于超材料相移特性的太赫兹波定向反射器研究[D]. 成都:电子科技大学, 2019. |
LIU H Y . Research on terahertz wave directional reflector based on phase transition characteristics of metamaterial[D]. Chengdu:University of Electronic Science and Technology of China, 2019. | |
[52] | CUI T J , QI M Q , WAN X ,et al. Coding metamaterials,digital metamaterials and programmable metamaterials[J]. Light:Science & Applications, 2014,3(10):218. |
[53] | CHU Z , HAO W , XIAO P ,et al. Intelligent reflecting surface aided multi-antenna secure transmission[J]. IEEE Wireless Communications Letters, 2019,9(1): 108-112. |
[54] | WU Q , ZHANG R . Towards smart and reconfigurable environment:intelligent reflecting surface aided wireless network[J]. IEEE Communications Magazine, 2020,58(1): 106-112. |
[55] | ZHANG R , LIANG Y , CHAI C C ,et al. Optimal beamforming for two-way multi-antenna relay channel with analogue network coding[J]. IEEE Journal on Selected Areas in Communications, 2009,27(5): 699-712. |
[56] | 罗文宇, 刘河潮 . 基于可编程无线环境的太赫兹频段多射线信道模型[J]. 通信学报, 2019,40(7): 162-168. |
LUO W Y , LIU H C . Multi-ray channel modeling for programmable wireless environments in the terahertz band[J]. Journal on Communications, 2019,40(7): 162-168. | |
[57] | SUBRT L , PECHAC P . Intelligent walls as autonomous parts of smart indoor environments[J]. IET Communications, 2012,6(8): 1004-1010. |
[58] | DI B , ZHGN H , LI L ,et al. Practical hybrid beamforming with limited-resolution phase shifters for reconfigurable intelligent surface based multi-user communications[J]. IEEE Transactions on Vehicular Technology, 2020,69(4): 4565-4570. |
[59] | ZHANG H , DI B , SONG L ,et al. Reconfigurable intelligent surfaces assisted communications with limited phase shifts:how many phase shifts are enough[J]. IEEE Transactions on Vehicular Technology, 2020,69(4): 4498-4502. |
[60] | BJ?RNSON E , ?ZDOGON ? , LARSSON E G . Intelligent reflecting surface versus decode-and-forward:how large surfaces are needed to beat relaying[J]. IEEE Wireless Communications Letters, 2020,9(2): 244-248. |
[61] | HAN Y , TANG W , JIN S ,et al. Large intelligent surface-assisted wireless communication exploiting statistical CSI[J]. IEEE Transactions on Vehicular Technology, 2019,68(8): 8238-8242. |
[62] | WU Q , ZHANG R . Intelligent reflecting surface enhanced wireless network via joint active and passive beamforming[J]. IEEE Transactions on Wireless Communications, 2019,18(11): 5394-5409. |
[63] | WU Q , ZHANG R . Intelligent reflecting surface enhanced wireless network:joint active and passive beamforming design[C]// 2018 IEEE Global Communications Conference. Piscataway:IEEE Press, 2018: 1-6. |
[64] | GUO H , LIANG Y , CHEN J ,et al. Weighted sum-rate maximization for reconfigurable intelligent surface aided wireless networks[J]. IEEE Transactions on Wireless Communications, 2020,PP(99):1. |
[65] | CHEN J , LIANG Y , PEI Y ,et al. Intelligent reflecting surface:a programmable wireless environment for physical layer security[J]. IEEE Access, 2019(7): 82599-82612. |
[66] | WU Q , ZHANG R . Beamforming optimization for wireless network aided by intelligent reflecting surface with discrete phase shifts[J]. IEEE Transactions on Communications, 2020,PP(99):1. |
[67] | REN H , LI L , XU W ,et al. Machine learning-based hybrid precoding with robust error for UAV mmWave massive MIMO[C]// ICC 2019 2019 IEEE International Conference on Communications. Piscataway:IEEE Press, 2019: 1-6. |
[68] | 张平, 陶运铮, 张治 . 5G 若干关键技术评述[J]. 通信学报, 2016,37(7): 15-29. |
ZHANG P , TAO Y Z , ZHAGN Z . Survey of several key technologies for 5G[J]. Journal on Communications, 2016,37(7): 15-29. | |
[69] | SUN Y , GAO Z , WANG H ,et al. Machine learning based hybrid precoding for mmWave MIMO-OFDM with dynamic subarray[C]// 2018 IEEE Globecom Workshops. Piscataway:IEEE Press, 2018: 1-6. |
[70] | MOLISH A F , RATNAM V V , HAN S H ,et al. Hybrid beamforming for massive MIMO:a survey[J]. IEEE Communications Magazine, 2017,55(9): 134-141. |
[71] | HE S , WANG J , HUANG Y ,et al. Codebook-based hybrid precoding for millimeter wave multiuser systems[J]. IEEE Transactions on Signal Processing, 2017,65(20): 5289-5304. |
[72] | LIU A , LAU V K N . Impact of CSI knowledge on the codebook based hybrid beamforming in massive MIMO[J]. IEEE Transactions on Signal Processing, 2016,64(24): 6545-6556. |
[73] | SOHRABI F , YU W . Hybrid digital and analog beamforming design for large-scale antenna arrays[J]. IEEE Journal of Selected Topics in Signal Processing, 2016,10(3): 501-513. |
[74] | KULKAMI M N , GHOSH A , ANDREWS J G . A comparison of MIMO techniques in downlink millimeter wave cellular networks with hybrid beamforming[J]. IEEE Transactions on Communications , 2016,64(5): 1952-1967. |
[75] | ALKHATEEB A , NAM Y , ZHANG J ,et al. Massive MIMO combining with switches[J]. IEEE Wireless Communications Letters, 2016,5(3): 232-235. |
[76] | ARDAH K , FODOR G , SILVA Y C B ,et al. A unifying design of hybrid beamforming architectures employing phase shifters or switches[J]. IEEE Transactions on Vehicular Technology, 2018,67(11): 11243-11247. |
[77] | SHEIKH F , ZARIFEH N , KAISER T . Terahertz band:channel modelling for short-range wireless communications in the spectral windows[J]. IET Microwaves,Antennas & Propagation, 2016,10(13): 1435-1444. |
[78] | HAN C , AKYILDIZ I F . Distance-aware multi-carrier (DAMC) modulation in terahertz band communication[C]// 2014 IEEE International Conference on Communications (ICC). Piscataway:IEEE Press, 2014: 5461-5467. |
[79] | HAN C , AKYILDIZ I F . Distance-aware bandwidth-adaptive resource allocation for wireless systems in the terahertz band[J]. IEEE Transactions on Terahertz Science and Technology, 2016,6(4): 541-553. |
[80] | XIA Q , JOMET J M . Expedited neighbor discovery in directional terahertz communication networks enhanced by antenna side-lobe information[J]. IEEE Transactions on Vehicular Technology, 2019,68(8): 7804-7814. |
[81] | WANG Y , WANG Z W , MO X . Study on neighbor discovery and tracking in Ad Hoc network with directional antenna[J]. Communications Technology, 2013,46(2): 82-85. |
[82] | ZHANG Z , LI B . Neighbor discovery in mobile Ad Hoc selfconfiguring networks with directional antennas:algorithms and comparisons[J]. IEEE Transactions on.Wireless Communications, 2008,7(5): 1540-1549. |
[83] | TIAN C X , WU K J . Research on strategy of neighbor discovery in Ad Hoc networks using directional antennas[J]. Measurement and Control Technology, 2008,27(12): 3-6. |
[84] | QIU Y , LI S , XU X ,et al. Talk more listen less:energy-efficient neighbor discovery in wireless sensor networks[C]// IEEE INFOCOM 2016-The 35th Annual IEEE International Conference on Computer Communications. Piscataway:IEEE Press, 2016: 1-9. |
[85] | HUANG S , LI M , ZHAO L . An intelligent neighbor discovery algorithm for Ad Hoc networks with directional antennas[C]// 2013 International Conference on Mechatronic Sciences,Electric Engineering and Computer (MEC). Piscataway:IEEE Press, 2013: 302-305. |
[86] | XIA Q , HOSSAIN Z , MEDLEY M ,et al. A link-layer synchronization and medium access control protocol for terahertz-band communication networks[C]// 2015 IEEE Global Communications Conference (GLOBECOM). Piscataway:IEEE Press, 2015: 1-7. |
[87] | HAN C , TONG W , YAO X W . MA-ADM:a memory-assisted angular-division-multiplexing MAC protocol in terahertz communication networks[J]. Elsevier Nano Communication Networks Journal, 2017(13): 51-59. |
[88] | NITSCHE T , FLORSE A B , KNIGHTLY E W ,et al. Steering with eyes closed:mm-Wave beam steering without in-band measurement[C]// 2015 IEEE Conference on Computer Communications (INFOCOM). Piscataway:IEEE Press, 2015: 2416-2424. |
[89] | CHANDRA K , PRASAD R V , QUANG B ,et al. CogCell:cognitive interplay between 60 GHz picocells and 2.4/5 GHz hotspots in the 5G era[J]. IEEE Communications Magazine, 2015,53(7): 118-125. |
[90] | YAO X , JORNET J M . TAB-MAC:assisted beamforming MAC protocol for terahertz communication networks[J]. Nano Communication Networks (Elsevier) Journal, 2016(9): 36-42. |
[91] | TONG W , HAN C . Mra-mac:a multi-radio assisted medium access control in terahertz communication networks[C]// 2017 IEEE Global Communications Conference (GLOBECOM). Piscataway:IEEE Press, 2017: 1-6. |
[92] | PUJOL J C , JORNET J M , PARETA J S . PHLAME:A physical layer aware MAC protocol for electromagnetic nanonetworks[C]// 2011 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). Piscataway:IEEE Press, 2011: 431-436. |
[93] | CACCIAPUOTI A S , SANKHE K , CALEFFI M ,et al. Beyond 5G:THz-based medium access protocol for mobile heterogeneous networks[J]. IEEE Communications Magazine, 2018,56(6): 110-115. |
[94] | PETROV V , MOLTCHANOV D , JORNET J M ,et al. Exploiting multipath terahertz communications for physical layer security in beyond 5G networks[C]// IEEE Conference on Computer Communications Workshops. Piscataway:IEEE Press, 2019: 865-872. |
[95] | LI B , GAO H , JING X . Mapping millimeter wave propagation to 5G physical layer:a brief review and look forward[C]// 2016 16th International Symposium on Communications and Information Technologies (ISCIT). Piscataway:IEEE Press, 2016: 695-699. |
[96] | ZHU Y , WANG L , WONG KHEATH R W . Physical layer security in large-scale millimeter wave ad hoc networks[C]// 2016 IEEE Global Communications Conference. Piscataway:IEEE Press, 2016: 1-6. |
[97] | MA J , SHRESTHA R , ADELBERG J ,et al. Security and eavesdropping in terahertz wireless links[J]. Nature, 2018(563): 89-93. |
[98] | XIAO K , ZHANG S , HE Y . On the secrecy capacity of 5G new radio networks[J]. Wireless Communications and Mobile Computing, 2018,2018: 1-11. |
[99] | WU Y , KHISITI A , XIAO C ,et al. A survey of physical layer security techniques for 5G wireless networks and challenges ahead[J]. IEEE Journal on Selected Areas in Communications, 2018,36(4): 679-695. |
[100] | SONG H , HAMADA H , YAITA M . Prototype of KIOSK Data Downloading System at 300 GHz:Design,Technical Feasibility,and Results[J]. IEEE Communications Magazine, 2018,56(6): 130-136. |
[101] | ELBAMBY M S , PERFECTO C , BENNIS M ,et al. Toward low-latency and ultra-reliable virtual reality[J]. IEEE Network, 2018,32(2): 78-84. |
[102] | CHACCOUR C , AMER R , ZHOU B ,et al. On the reliability of wireless virtual reality at terahertz (THz) frequencies[C]// 2019 10th IFIP International Conference on New Technologies,Mobility and Security. Piscataway:IEEE Press, 2019: 1-5. |
[103] | 王勇, 周慧怡, 俸皓 ,等. 基于深度卷积神经网络的网络流量分类方法[J]. 通信学报, 2018,39(1): 14-23. |
WANG Y , ZHOU H Y , DAI H ,et al. Network traffic classification method basing on CNN[J]. Journal on Communications, 2018,39(1): 14-23. | |
[104] | 朱江, 王婷婷, 宋永辉 ,等. 无线网络中基于深度 Q 学习的传输调度方案[J]. 通信学报, 2018,39(4): 35-44. |
ZHU J , WANG T T , SONG Y H ,et al. Transmission scheduling scheme based on deep Q learning in wireless network[J]. Journal on Communications, 2018,39(4): 35-44. | |
[105] | NGUYEN T T T , ARMITAGE G . A survey of techniques for internet traffic classification using machine learning[J]. IEEE Communications Surveys & Tutorials, 2008,10(4): 56-76. |
[106] | 谭俊杰, 梁应敞 . 面向智能通信的深度强化学习方法[J]. 电子科技大学学报, 2020,49(2): 169-181. |
TAN J J , LIANG Y C . Deep reinforcement learning for intelligent communications[J]. Journal of University of Electronic Science and Technology of China, 2020,49(2): 169-181. | |
[107] | 沈伟国, 王巍 . 基于深度学习的无线网络节点个体识别技术[J]. 通信学报, 2018,39(S2): 61-65. |
SHEN W G , WANG W . Node identification in wireless network based on deep learning[J]. Journal on Communications, 2018,39(S2): 61-65. | |
[108] | KIBRIA M G , NGUYEN K , VILLARDI G P ,et al. Big data analytics,machine learning,and artificial intelligence in next-generation wireless networks[J]. IEEE Access, 2018(6): 32328-32338. |
[109] | GAO X , DAI L , SUN Y ,et al. Machine learning inspired energy-efficient hybrid precoding for mmWave massive MIMO systems[C]// 2017 IEEE International Conference on Communications. Piscataway:IEEE Press, 2017: 1-6. |
[110] | 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. |
[111] | ZHANG J , HUANG Y , WANG J ,et al. Hybrid precoding for wideband millimeter-wave systems with finite resolution phase shifters[J]. IEEE Transactions on Vehicular Technology, 2018,67(11): 11285-11290 |
[112] | ALKHATTEB A , LEUS G , HEATH R W . Limited feedback hybrid precoding for multi-user millimeter wave systems[J]. IEEE Transactions on Wireless Communications, 2015,14(11): 6481-6494. |
[113] | SAYEED A , BRADY J . Beamspace MIMO for high-dimensional multiuser communication at millimeter-wave frequencies[C]// 2013 IEEE Global Communications Conference (GLOBECOM). Piscataway:IEEE Press, 2013: 3679-3684. |
[114] | ANTON-HARO C , MESTRE X . Learning and data-driven beam selection for mmWave communications:an angle of arrival-based approach[J]. IEEE Access, 2019(7): 20404-20415. |
[115] | WANG Y , KLAUTAU A , RIBERO M ,et al. mmWave vehicular beam selection with situational awareness using machine learning[J]. IEEE Access, 2019(7): 87479-87493. |
[116] | GUO Y , WANG Z , LI M ,et al. Machine learning based mmWave channel tracking in vehicular scenario[C]// 2019 IEEE International Conference on Communications Workshops (ICC Workshops). Piscataway:IEEE Press, 2019: 1-6. |
[117] | ZOCHMANN E , VA V , RUPP M ,et al. Geometric tracking of vehicular mmWave channels to enable machine learning of onboard sensors[C]// 2018 IEEE Globecom Workshops (GC Wkshps). Piscataway:IEEE Press, 2018: 1-6. |
[118] | ALKHATEEB A , ALEX S , VARKEY P ,et al. Deep learning coordinated beamforming for highly-mobile millimeter wave systems[J]. IEEE Access, 2018,6: 37328-37348. |
[119] | 张平, 陈昊 . 面向 5G 的定位技术研究综述[J]. 北京邮电大学学报, 2018,41(5): 1-12. |
ZHANG P , CHEN H . A survey of positioning technology for 5G[J]. Journal of Beijing University of Posts and Telecommunications, 2018,41(5): 1-12. | |
[120] | RAPPAPOR T S , XING Y , KANHERE O ,et al. Wireless communications and applications above 100 GHz:opportunities and challenges for 6G and beyond[J]. IEEE Access, 2019,7: 78729-78757. |
[121] | FAN S , WU Y Z , HAN C ,et al. A structured bidirectional LSTM deep learning method for 3D terahertz indoor localization[C]// IEEE International Conference on Computer Communications. Piscataway:IEEE Press, 2020. |
[1] | 张海君, 陈安琪, 李亚博, 隆克平. 6G移动网络关键技术[J]. 通信学报, 2022, 43(7): 189-202. |
[2] | 刘刚, 娄增进, 林勤华, 郭漪. 基于Newton迭代算法的低复杂度信号检测算法[J]. 通信学报, 2022, 43(2): 109-117. |
[3] | 弋浩凡, 官科, 何丹萍, 艾渤, 赖峥嵘, 钟章队. 太赫兹电波传播及信道特性[J]. 通信学报, 2022, 43(1): 34-48. |
[4] | 黎赛, 杨亮, 崔琪楣, 于思源. RIS辅助的混合RF/THz系统性能分析[J]. 通信学报, 2022, 43(1): 49-58. |
[5] | 何成兵,荆少晶,花飞,席瑞,张瑞玉,史文涛,张群飞. 循环移位扩频多用户水声通信[J]. 通信学报, 2017, 38(7): 11-17. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||
|