面向未来移动网络密集连接的关键技术综述

钱志鸿; 肖琳; 王雪

doi:10.11959/j.issn.1000-436x.2021094

您当前的位置：

首页 >

文章列表页 >

面向未来移动网络密集连接的关键技术综述

专题：面向未来移动网络的大规模组网关键技术 | 更新时间：2024-06-05

- 面向未来移动网络密集连接的关键技术综述
- Review on strategic technology of dense connection for the future mobile network
- 通信学报 2021年42卷第4期页码：22-43
- 作者机构：
  
  吉林大学通信工程学院，吉林长春 130012
- 作者简介：
  
  [ "钱志鸿（1957- ），男，吉林长春人，博士，吉林大学教授、博士生导师，主要研究方向为无线网络与通信理论，包括WSN和IoT的密集部署问题，基于D2D、异构网技术的未来移动通信网络的移动性和大规模接入问题。" ]
  [ "肖琳（1997- ），女，黑龙江伊春人，吉林大学硕士生，主要研究方向为5G通信中的关键技术，具体包括D2D通信和非正交多址接入技术。" ]
  [ "王雪（1984- ），女，吉林白山人，博士，吉林大学副教授，主要研究方向为5G通信中的关键技术，具体包括D2D通信的模式选择、同步技术及物联网技术。" ]
- 基金信息：
  
  国家自然科学基金资助项目(61771219);吉林省科技发展计划基金资助项目(20190303137SF);吉林省科技发展计划基金资助项目(20200401084GX);吉林省科技发展计划基金资助项目(20190201187JC)
- DOI：10.11959/j.issn.1000-436x.2021094
  中图分类号： TN92
- 网络首发：2021-04，
  
  纸质出版：2021-04-25
- 稿件说明：
移动端阅览
钱志鸿, 肖琳, 王雪. 面向未来移动网络密集连接的关键技术综述[J]. 通信学报, 2021,42(4):22-43.

Zhihong QIAN, Lin XIAO, Xue WANG. Review on strategic technology of dense connection for the future mobile network[J]. Journal on Communications, 2021, 42(4): 22-43.
钱志鸿, 肖琳, 王雪. 面向未来移动网络密集连接的关键技术综述[J]. 通信学报, 2021,42(4):22-43. DOI： 10.11959/j.issn.1000-436x.2021094.

Zhihong QIAN, Lin XIAO, Xue WANG. Review on strategic technology of dense connection for the future mobile network[J]. Journal on Communications, 2021, 42(4): 22-43. DOI： 10.11959/j.issn.1000-436x.2021094.

摘要

在总结密集连接相关研究的基础上，阐述了未来移动通信网络中密集终端接入的关键技术，分析了网络架构及相关技术、密集连接的传输技术和接入技术等几个重点方向的研究进展，提出了多种连接形式并存的灵活性网络结构。针对上下行覆盖不对称问题，结合用户的服务质量需求，提出了基于上下行分离网络架构的密集终端接入方案，阐述了为应对大规模组网和密集连接需求要实现的网络架构立体化和通信与计算一体化的必要性，并基于太赫兹和区块链等技术对频段向上延伸和频谱资源共享等未来重点研究方向进行了讨论与展望。

Abstract

Based on reviews of the work regarding dense connection

the strategic technologies for dense connection in the upcoming future mobile communication were illuminated.The state of the art of dense connection

including network architecture and related technologies

the transmission technology of dense connection

and the access technology of dense connection were analyzed.A flexible access network structure with verity of connection forms coexisting was proposed.Aiming at the asymmetry of uplink and downlink coverage and considering the QoS requirements of users

a dense terminal access scheme based on the uplink-and-downlink-separated network architecture was proposed.The necessity of the three-dimensional network architecture and the integration of communication and computing to meet the needs of large-scale networking and dense connection were illuminated.Based on technologies such as terahertz and block chain

the future strategic exploratory trends such as the upward extension of frequency bands and the sharing of spectrum resources were discussed and prospected.

关键词

Keywords

references

钱志鸿 , 田春生 , 郭银景 , 等 . 智能网联交通系统的关键技术与发展 [J ] . 电子与信息学报 , 2020 , 42 ( 1 ): 2 - 19 .

QIAN Z H , TIAN C S , GUO Y J , et al . The key technology and development of intelligent and connected transportation system [J ] . Journal of Electronics ＆ Information Technology , 2020 , 42 ( 1 ): 2 - 19 .

IMRAN A , ZOHA A , ABU-DAYYA A . Challenges in 5G:how to empower SON with big data for enabling 5G [J ] . IEEE Network , 2014 , 28 ( 6 ): 27 - 33 .

BOCKELMANN C , PRATAS N K , WUNDER G , et al . Towards massive connectivity support for scalable mMTC communications in 5G networks [J ] . IEEE Access , 2018 , 6 : 28969 - 28992 .

WU Y P , GAO X Q , ZHOU S D , et al . Massive access for future wireless communication systems [J ] . IEEE Wireless Communications , 2020 , 27 ( 4 ): 148 - 156 .

尤肖虎 , 潘志文 , 高西奇 , 等 . 5G移动通信发展趋势与若干关键技术 [J ] . 中国科学:信息科学 , 2014 , 44 ( 5 ): 551 - 563 .

YOU X H , PAN Z W , GAO X Q , et al . The 5G mobile communication:the development trends and its emerging key techniques [J ] . Scientia Sinica (Informationis) , 2014 , 44 ( 5 ): 551 - 563 .

CHEN S Z , LIANG Y C , SUN S H , et al . Vision,requirements,and technology trend of 6G:how to tackle the challenges of system coverage,capacity,user data-rate and movement speed [J ] . IEEE Wireless Communications , 2020 , 27 ( 2 ): 218 - 228 .

LIU G Y , HUANG Y H , LI N , et al . Vision,requirements and network architecture of 6G mobile network beyond 2030 [J ] . China Communications , 2020 , 17 ( 9 ): 92 - 104 .

钱志鸿 , 王义君 . 物联网技术与应用研究 [J ] . 电子学报 , 2012 , 40 ( 5 ): 1023 - 1029 .

QIAN Z H , WANG Y J . IoT technology and application [J ] . Acta Electronica Sinica , 2012 , 40 ( 5 ): 1023 - 1029 .

AGIWAL M , ROY A , SAXENA N . Next generation 5G wireless networks:a comprehensive survey [J ] . IEEE Communications Surveys＆ Tutorials , 2016 , 18 ( 3 ): 1617 - 1655 .

DHAR ROY S , VAMSHIDHAR REDDY S R . Signal strength ratio based vertical handoff decision algorithms in integrated heterogeneous networks [J ] . Wireless Personal Communications , 2014 , 77 ( 4 ): 2565 - 2585 .

LIN Y C , WEI Y . Optimizing user association and frequency reuse for heterogeneous network under stochastic model [C ] // 2013 IEEE Global Communications Conference . Piscataway:IEEE Press , 2013 : 2045 - 2050 .

魏淑芝 , 朱琦 . 基于网络选择的视频通信带宽博弈算法 [J ] . 通信学报 , 2015 , 36 ( 2 ): 216 - 224 .

WEI S Z , ZHU Q . Bandwidth allocation games based on network selection for video communication [J ] . Journal on Communications , 2015 , 36 ( 2 ): 216 - 224 .

AHUJA K , SINGH B , KHANNA R . Network selection based on weight estimation of QoS parameters in heterogeneous wireless multimedia networks [J ] . Wireless Personal Communications , 2014 , 77 ( 4 ): 3027 - 3040 .

THUMTHAWATWORN T , TILLAPART P , SANTIPRABHOB P . Adaptive multi-fuzzy engines for handover decision in heterogeneous wireless networks [J ] . Wireless Personal Communications , 2017 , 93 ( 4 ): 1005 - 1026 .

WU J S , HUEY R S . Improved joint radio resource management usage grey fuzzy control in heterogeneous wireless networks [J ] . Journal of internet technology , 2015 , 16 ( 5 ): 777 - 788 .

MA D , MA M D . Proactive load balancing with admission control for heterogeneous overlay networks [J ] . Wireless Communications and Mobile Computing , 2013 , 13 ( 18 ): 1671 - 1680 .

SALIH Y K , HANG SEE O , IBRAHIM R W , et al . A novel noncooperative game competing model using generalized simple additive weighting method to perform network selection in heterogeneous wireless networks [J ] . International Journal of Communication Systems , 2015 , 28 ( 6 ): 1112 - 1125 .

GOUDARZI S , HASSAN W H , ANISI M H , et al . MDP-based network selection scheme by genetic algorithm and simulated annealing for vertical-handover in heterogeneous wireless networks [J ] . Wireless Personal Communications , 2017 , 92 ( 2 ): 399 - 436 .

LIU C J , XIAO L . Interference precancellation for resource management in heterogeneous cellular networks [J ] . IEEE Transactions on Cognitive Communications and Networking , 2019 , 5 ( 1 ): 138 - 152 .

HE A Q , WANG L F , CHEN Y , et al . Uplink interference management in massive MIMO enabled heterogeneous cellular networks [J ] . IEEE Wireless Communications Letters , 2016 , 5 ( 5 ): 560 - 563 .

SHOUKRY H , MYSORE BALASUBRAMANYA N , VUPPALA S , et al . Performance analysis of a wireless backhaul in a three-tier hybrid network with directional antennas [J ] . IEEE Access , 2019 , 7 : 18332 - 18344 .

YOUNIS A , POMPILI D . PhD forum:resource allocation and task offloading in cloud-assisted wireless networks [C ] // 2019 IEEE 20th International Symposium on “A World of Wireless,Mobile and Multimedia Networks” . Piscataway:IEEE Press , 2019 : 1 - 3 .

ZHANG N , CHENG N , GAMAGE A T , et al . Cloud assisted HetNets toward 5G wireless networks [J ] . IEEE Communications Magazine , 2015 , 53 ( 6 ): 59 - 65 .

ZHANG S , WU Y Q , ZHOU S , et al . Traffic-aware network planning and green operation with BS sleeping and cell zooming [J ] . IEICE Transactions on Communications , 2014 , 97 ( 11 ): 2337 - 2346 .

MUSTAFA H A U , IMRAN M A , SHAKIR M Z , et al . Separation framework:an enabler for cooperative and D2D communication for future 5G networks [J ] . IEEE Communications Surveys ＆ Tutorials , 2016 , 18 ( 1 ): 419 - 445 .

钱志鸿 , 王雪 . 面向5G通信网的D2D技术综述 [J ] . 通信学报 , 2016 , 37 ( 7 ): 1 - 14 .

QIAN Z H , WANG X . Reviews of D2D technology for 5G communication networks [J ] . Journal on Communications , 2016 , 37 ( 7 ): 1 - 14 .

FENG W J , WANG Y F , YANG L . Resource allocation method of device-to-device communication [J ] . Communications and Network , 2013 , 5 ( 3 ): 338 - 343 .

HAYAT O , NGAH R , MOHD HASHIM S Z . Device discovery for D2D communication using belief space search in dense area [C ] // 2019 International Conference on Electrical Engineering and Computer Science . Piscataway:IEEE Press , 2019 : 401 - 405 .

CAO W , FENG G , QIN S , et al . D2D communication assisted traffic offloading for massive connections in HetNets [C ] // 2016 IEEE Global Communications Conference . Piscataway:IEEE Press , 2016 : 1 - 6 .

WANG Q , LAI C L , DONG Y , et al . Joint user clustering and resource allocation for device-to-device communication underlaying MU-MIMO cellular networks [J ] . EURASIP Journal on Wireless Communications and Networking , 2015 ( 1 ): 1 - 17 .

SHALMASHI S , BJÖRNSON E , KOUNTOURIS M , et al . Energy efficiency and sum rate tradeoffs for massive MIMO systems with underlaid device-to-device communications [J ] . EURASIP Journal on Wireless Communications and Networking , 2016 ( 1 ): 1 - 18 .

LIN J R , SHI Q J , LI Q , et al . Joint mode selection and transceiver design for device-to-device communications underlaying multi-user MIMO cellular networks [J ] . IEEE Transactions on Wireless Communications , 2019 , 18 ( 6 ): 3312 - 3328 .

ZHAO J J , LIU Y W , CHAI K K , et al . NOMA-based D2D communications:towards 5G [C ] // 2016 IEEE Global Communications Conference . Piscataway:IEEE Press , 2016 : 1 - 6 .

ALEMAISHAT S , SARAEREH O A , KHAN I , et al . An efficient resource allocation algorithm for D2D communications based on NOMA [J ] . IEEE Access , 2019 , 7 : 120238 - 120247 .

LI J G , LI X M , WANG A H , et al . Beamspace MIMO-NOMA for millimeter-wave broadcasting via full-duplex D2D communications [J ] . IEEE Transactions on Broadcasting , 2020 , 66 ( 2 ): 545 - 554 .

ZHAO Z Y , PENG M G , DING Z G , et al . Cluster content caching:an energy-efficient approach to improve quality of service in cloud radio access networks [J ] . IEEE Journal on Selected Areas in Communications , 2016 , 34 ( 5 ): 1207 - 1221 .

MA L Y , ZHANG H X , LI T T , et al . Deep learning and social relationship based cooperative caching strategy for D2D communications [C ] // 2019 11th International Conference on Wireless Communications and Signal Processing . Piscataway:IEEE Press , 2019 : 1 - 6 .

SADEGHI A , SHEIKHOLESLAMI F , GIANNAKIS G B . Optimal and scalable caching for 5G using reinforcement learning of space-time popularities [J ] . IEEE Journal of Selected Topics in Signal Processing , 2018 , 12 ( 1 ): 180 - 190 .

ZHANG L , XIAO M , WU G , et al . A survey of advanced techniques for spectrum sharing in 5G networks [J ] . IEEE Wireless Communications , 2017 , 24 ( 5 ): 44 - 51 .

ZHANG X , CHENG W C , ZHANG H L . Full-duplex transmission in phy and mac layers for 5G mobile wireless networks [J ] . IEEE Wireless Communications , 2015 , 22 ( 5 ): 112 - 121 .

吴浩洋 , 王韬 , 焦秉立 . 基于GRT平台的全双工WiFi设计与实现 [J ] . 中兴通讯技术 , 2016 , 22 ( 3 ): 31 - 35 .

WU H Y , WANG T , JIAO B L . Full-duplex WiFi design and implementation based on GRT platform [J ] . ZTE Technology Journal , 2016 , 22 ( 3 ): 31 - 35 .

徐强 , 全欣 , 潘文生 , 等 . 同时同频全双工 LTE 射频自干扰抑制能力分析及实验验证 [J ] . 电子与信息学报 , 2014 , 36 ( 3 ): 662 - 668 .

XU Q , QUAN X , PAN W S , et al . Analysis and experimental verification of rf Self-interference cancelation for Co-time Co-frequency Full-duplex lte [J ] . Journal of Electronics ＆ Information Technology , 2014 , 36 ( 3 ): 662 - 668 .

ZHANG Z S , LONG K P , VASILAKOS A V , et al . Full-duplex wireless communications:challenges,solutions,and future research directions [J ] . Proceedings of the IEEE , 2016 , 104 ( 7 ): 1369 - 1409 .

CHOI J I , JAIN M , SRINIVASAN K , et al . Achieving single channel,full duplex wireless communication [C ] // Proceedings of the Sixteenth Annual International Conference on Mobile Computing and Networking . New York:ACM Press , 2010 : 1 - 12 .

王俊 , 赵宏志 , 马万治 , 等 . 同时同频全双工宽带射频自干扰抵消性能分析 [J ] . 通信学报 , 2016 , 37 ( 9 ): 121 - 130 .

WANG J , ZHAO H Z , MA W Z , et al . Performance analysis of broadband self-interference cancellation at RF domain in co-frequency co-time full duplex systems [J ] . Journal on Communications , 2016 , 37 ( 9 ): 121 - 130 .

SAHAI A , PATEL G , SABHARWAL A . Pushing the limits of Full-duplex:design and Real-time implementation [J ] . arXiv Preprint:arXiv:1107.0607 , 2011 .

MA J , LI G Y , ZHANG J Y , et al . A new coupling channel estimator for cross-talk cancellation at wireless relay stations [C ] // 2009 IEEE Global Telecommunications Conference . Piscataway:IEEE Press , 2009 : 1 - 6 .

KORPI D , CHOI Y S , HUUSARI T , et al . Adaptive nonlinear digital self-interference cancellation for mobile inband full-duplex radio:algorithms and RF measurements [C ] // 2015 IEEE Global Communications Conference . Piscataway:IEEE Press , 2015 : 1 - 7 .

HUA Y B , LIANG P , MA Y M , et al . A method for broadband full-duplex MIMO radio [J ] . IEEE Signal Processing Letters , 2012 , 19 ( 12 ): 793 - 796 .

YANG B , DONG Y , YU Z , et al . An RF self-interference cancellation circuit for the full-duplex wireless communications [C ] // 2013 Proceedings of the International Symposium on Antennas ＆ Propagation . Piscataway:IEEE Press , 2013 : 1048 - 1051

YANG X B , BABAKHANI A . A full-duplex single-chip transceiver with self-interference cancellation in 0.13μm SiGe BiCMOS for electron paramagnetic resonance spectroscopy [J ] . IEEE Journal of Solid-State Circuits , 2016 , 51 ( 10 ): 2408 - 2419 .

EL SAYED A , MISHRA A K , AHMED A H , et al . A Hilbert transform equalizer enabling 80 MHz RF self-interference cancellation for full-duplex receivers [J ] . IEEE Transactions on Circuits and Systems I:Regular Papers , 2019 , 66 ( 3 ): 1153 - 1165 .

ZHANG T , SU C X , NAJAFI A , et al . Wideband dual-injection path self-interference cancellation architecture for full-duplex transceivers [J ] . IEEE Journal of Solid-State Circuits , 2018 , 53 ( 6 ): 1563 - 1576 .

DUARTE M , SABHARWAL A , AGGARWAL V , et al . Design and characterization of a full-duplex multiantenna system for WiFi networks [J ] . IEEE Transactions on Vehicular Technology , 2014 , 63 ( 3 ): 1160 - 1177 .

KIM J , SHAMAILEH K , ADUSUMILLI S , et al . Digital interference cancellation for multimedia transmission in full duplex communication link [C ] // 2013 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting . Piscataway:IEEE Press , 2013 : 1 - 5 .

HU C C , LIU G F , CHEN B H . Joint relay/antenna selection and precoding design for two-way MIMO amplify-and-forward relaying systems [J ] . IEEE Transactions on Vehicular Technology , 2016 , 65 ( 7 ): 4854 - 4864 .

KENTARO N , . Novel technologies using massive MIMO transmission toward 5G and its beyond systems [C ] // International Symposium on Antennas and Propagation . Piscataway:IEEE Press , 2018 : 1 - 2 .

NGO H Q , LARSSON E G , MARZETTA T L . Energy and spectral efficiency of very large multiuser MIMO systems [J ] . IEEE Transactions on Communications , 2013 , 61 ( 4 ): 1436 - 1449 .

BJÖRNSON E , SANGUINETTI L , HOYDIS J , et al . Optimal design of energy-efficient multi-user MIMO systems:is massive MIMO the answer? [J ] . IEEE Transactions on Wireless Communications , 2015 , 14 ( 6 ): 3059 - 3075 .

BJÖRNSON E , LARSSON E G , MARZETTA T L . Massive MIMO:ten myths and one critical question [J ] . IEEE Communications Magazine , 2016 , 54 ( 2 ): 114 - 123 .

BJÖRNSON E , LARSSON E G , DEBBAH M . Massive MIMO for maximal spectral efficiency:how many users and pilots should be allocated? [J ] . IEEE Transactions on Wireless Communications , 2016 , 15 ( 2 ): 1293 - 1308 .

YANG H , MARZETTA T L . Massive MIMO with max-Min power control in line-of-sight propagation environment [J ] . IEEE Transactions on Communications , 2017 , 65 ( 11 ): 4685 - 4693 .

JI H , KIM Y , LEE J , et al . Overview of full-dimension MIMO in LTE-advanced pro [J ] . IEEE Communications Magazine , 2017 , 55 ( 2 ): 176 - 184 .

HARRIS P , HASAN W B , MALKOWSKY S , et al . Serving 22 users in real-time with a 128-antenna massive MIMO testbed [C ] // 2016 IEEE International Workshop on Signal Processing Systems . Piscataway:IEEE Press , 2016 : 266 - 272 .

张平 , 牛凯 , 田辉 , 等 . 6G 移动通信技术展望 [J ] . 通信学报 , 2019 , 40 ( 1 ): 141 - 148 .

ZHANG P , NIU K , TIAN H , et al . Technology prospect of 6G mobile communications [J ] . Journal on Communications , 2019 , 40 ( 1 ): 141 - 148 .

HAN Y , RAO B D , LEE J . Massive uncoordinated access with massive MIMO:a dictionary learning approach [J ] . IEEE Transactions on Wireless Communications , 2020 , 19 ( 2 ): 1320 - 1332 .

LEE B M , YANG H . Massive MIMO for industrial Internet of Things in cyber-physical systems [J ] . IEEE Transactions on Industrial Informatics , 2018 , 14 ( 6 ): 2641 - 2652 .

DENG R C , JIANG Z Y , ZHOU S , et al . How often should CSI be updated for massive MIMO systems with massive connectivity? [C ] // 2017 IEEE Global Communications Conference . Piscataway:IEEE Press , 2017 : 1 - 6 .

MARZETTA T L . Noncooperative cellular wireless with unlimited numbers of base station antennas [J ] . IEEE Transactions on Wireless Communications , 2010 , 9 ( 11 ): 3590 - 3600 .

GE L J , ZHANG Y , CHEN G J , et al . Compression-based LMMSE channel estimation with adaptive sparsity for massive MIMO in 5G systems [J ] . IEEE Systems Journal , 2019 , 13 ( 4 ): 3847 - 3857 .

WEI X , PENG W , CHEN D , et al . Joint channel parameter estimation in multi-cell massive MIMO system [J ] . IEEE Transactions on Communications , 2019 , 67 ( 5 ): 3251 - 3264 .

WU L , ZHANG Z C , DANG J , et al . Enhanced time-shifted pilot based channel estimation in massive MIMO systems with finite number of antennas [C ] // 2017 IEEE International Conference on Communications Workshops . Piscataway:IEEE Press , 2017 : 222 - 227 .

UPADHYA K , VOROBYOV S A , VEHKAPERA M . Superimposed pilots are superior for mitigating pilot contamination in massive MIMO [J ] . IEEE Transactions on Signal Processing , 2017 , 65 ( 11 ): 2917 - 2932 .

GAO J Y , WU Y P , WEI F . Random pilot and data access for massive MIMO spatially correlated Rayleigh fading channels [C ] // 2019 IEEE Global Communications Conference . Piscataway:IEEE Press , 2019 : 1 - 6 .

ZHU X D , WANG Z C , DAI L L , et al . Smart pilot assignment for massive MIMO [J ] . IEEE Communications Letters , 2015 , 19 ( 9 ): 1644 - 1647 .

JOSE J , ASHIKHMIN A , MARZETTA T L , et al . Pilot contamination and precoding in multi-cell TDD systems [J ] . IEEE Transactions on Wireless Communications , 2011 , 10 ( 8 ): 2640 - 2651 .

ASHIKHMIN A , LI L B , MARZETTA T L . Interference reduction in multi-cell massive MIMO systems with large-scale fading precoding [J ] . IEEE Transactions on Information Theory , 2018 , 64 ( 9 ): 6340 - 6361 .

NAM J , ADHIKARY A , AHN J Y , et al . Joint spatial division and multiplexing:opportunistic beamforming,user grouping and simplified downlink scheduling [J ] . IEEE Journal of Selected Topics in Signal Processing , 2014 , 8 ( 5 ): 876 - 890 .

BAZZI S , XU W . Downlink training sequence design for FDD multiuser massive MIMO systems [J ] . IEEE Transactions on Signal Processing , 2017 , 65 ( 18 ): 4732 - 4744 .

KUO P H , KUNG H T , TING P G . Compressive sensing based channel feedback protocols for spatially-correlated massive antenna arrays [C ] // 2012 IEEE Wireless Communications and Networking Conference . Piscataway:IEEE Press , 2012 : 492 - 497 .

WEN C K , SHIH W T , JIN S . Deep learning for massive MIMO CSI feedback [J ] . IEEE Wireless Communications Letters , 2018 , 7 ( 5 ): 748 - 751 .

NAKAMURA T , NAGATA S , BENJEBBOUR A , et al . Trends in small cell enhancements in LTE advanced [J ] . IEEE Communications Magazine , 2013 , 51 ( 2 ): 98 - 105 .

SHAIK Z H , BJÖRNSON E , LARSSON E G . Cell-free massive MIMO with radio stripes and sequential uplink processing [C ] // 2020 IEEE International Conference on Communications Workshops . Piscataway:IEEE Press , 2020 : 1 - 6 .

王东明 , 张余 , 魏浩 , 等 . 面向5G的大规模天线无线传输理论与技术 [J ] . 中国科学:信息科学 , 2016 , 46 ( 1 ): 3 - 21 .

WANG D M , ZHANG Y , WEI H , et al . An overview of transmission theory and techniques of large-scale antenna systems for 5G wireless communications [J ] . Scientia Sinica (Informationis) , 2016 , 46 ( 1 ): 3 - 21 .

周杲 , 范平志 , 郝莉 . 基于DFT-SV-OFDM的自适应多速率DFT加扰矢量码分多址系统研究 [J ] . 通信学报 , 2017 , 38 ( 9 ): 46 - 54 .

ZHOU G , FAN P Z , HAO L . DFT-SV-OFDM based adaptive multi-rate DFT scrambling vector code division multiple access [J ] . Journal on Communications , 2017 , 38 ( 9 ): 46 - 54 .

DAI L L , WANG B C , YUAN Y F , et al . Non-orthogonal multiple access for 5G:solutions,challenges,opportunities,and future research trends [J ] . IEEE Communications Magazine , 2015 , 53 ( 9 ): 74 - 81 .

SHIRVANIMOGHADDAM M , CONDOLUCI M , DOHLER M , et al . On the fundamental limits of random non-orthogonal multiple access in cellular massive IoT [J ] . IEEE Journal on Selected Areas in Communications , 2017 , 35 ( 10 ): 2238 - 2252 .

DING Z G , LEI X F , KARAGIANNIDIS G K , et al . A survey on non-orthogonal multiple access for 5G networks:research challenges and future trends [J ] . IEEE Journal on Selected Areas in Communications , 2017 , 35 ( 10 ): 2181 - 2195 .

WEI Z Q , NG D W K , YUAN J H , et al . Optimal resource allocation for power-efficient MC-NOMA with imperfect channel state information [J ] . IEEE Transactions on Communications , 2017 , 65 ( 9 ): 3944 - 3961 .

BENJEBBOUR A , SAITO Y , KISHIYAMA Y , et al . Concept and practical considerations of non-orthogonal multiple access (NOMA) for future radio access [C ] // 2013 International Symposium on Intelligent Signal Processing and Communication Systems . Piscataway:IEEE Press , 2013 : 770 - 774 .

TAKEDA T , HIGUCHI K . Enhanced user fairness using non-orthogonal access with SIC in cellular uplink [C ] // 2011 IEEE Vehicular Technology Conference . Piscataway:IEEE Press , 2011 : 1 - 5 .

HOSHYAR R , WATHAN F P , TAFAZOLLI R . Novel low-density signature for synchronous CDMA systems over AWGN channel [J ] . IEEE Transactions on Signal Processing , 2008 , 56 ( 4 ): 1616 - 1626 .

DAI X M , CHEN S Z , SUN S H , et al . Successive interference cancelation amenable multiple access (SAMA) for future wireless communications [C ] // IEEE International Conference on Communication Systems . Piscataway:IEEE Press , 2014 : 222 - 226 .

LI A X , LAN Y , CHEN X H , et al . Non-orthogonal multiple access (NOMA) for future downlink radio access of 5G [J ] . China Communications , 2015 , 12 : 28 - 37 .

YAMAMOTO K , SAITO Y , HIGUCHI K . System-level throughput of non-orthogonal access with SIC in cellular downlink when channel estimation error exists [C ] // 2014 IEEE 79th Vehicular Technology Conference . Piscataway:IEEE Press , 2014 : 1 - 5 .

NONAKA N , BENJEBBOUR A , HIGUCHI K . System-level throughput of NOMA using intra-beam superposition coding and SIC in MIMO downlink when channel estimation error exists [C ] // 2014 IEEE International Conference on Communication Systems . Piscataway:IEEE Press , 2014 : 202 - 206 .

LI P R , DING Z , FENG K T . Enhanced receiver based on FEC code constraints for uplink NOMA with imperfect CSI [J ] . IEEE Transactions on Wireless Communications , 2019 , 18 ( 10 ): 4790 - 4802 .

ASSAF T , AL-DWEIK A , MOURSI M S E , et al . NOMA receiver design for delay-sensitive systems [J ] . IEEE Systems Journal , 2020 , PP ( 99 ): 1 - 12 .

KARA F , KAYA H K . Error probability analysis of non-orthogonal multiple access with channel estimation errors [C ] // 2020 IEEE International Black Sea Conference on Communications and Networking . Piscataway:IEEE Press, , 2020 : 1 - 5 .

BALOGUN M B , TAKAWIRA F , OYERINDE O O . Weighted least square based iterative channel estimation for uplink NOMA-OFDM systems [C ] // 2019 13th International Conference on Signal Processing and Communication Systems . Piscataway:IEEE Press , 2019 : 1 - 5 .

YANG Z , DING Z G , FAN P Z , et al . A general power allocation scheme to guarantee quality of service in downlink and uplink NOMA systems [J ] . IEEE Transactions on Wireless Communications , 2016 , 15 ( 11 ): 7244 - 7257 .

KAVLAK K S , ÇELEBI M E , . Optimal fair resource allocation for downlink NOMA systems [C ] // 2020 28th Signal Processing and Communications Applications Conference . Piscataway:IEEE Press , 2020 : 1 - 4 .

DAI L L , WANG B C , DING Z G , et al . A survey of non-orthogonal multiple access for 5G [J ] . IEEE Communications Surveys ＆ Tutorials , 2018 , 20 ( 3 ): 2294 - 2323 .

WEI F , CHEN W , WU Y P , et al . Message-passing receiver design for joint channel estimation and data decoding in uplink grant-free SCMA systems [J ] . IEEE Transactions on Wireless Communications , 2019 , 18 ( 1 ): 167 - 181 .

RAZAVI R , HOSHYAR R , IMRAN M A , et al . Information theoretic analysis of LDS scheme [J ] . IEEE Communications Letters , 2011 , 15 ( 8 ): 798 - 800 .

AL-IMARI M , XIAO P , IMRAN M A , et al . Uplink non-orthogonal multiple access for 5G wireless networks [C ] // 2014 11th International Symposium on Wireless Communications Systems . Piscataway:IEEE Press , 2014 : 781 - 785 .

LI X H , ZHU Q , WANG X B . Privacy-aware crowdsourced spectrum sensing and multi-user sharing mechanism in dynamic spectrum access networks [J ] . IEEE Access , 2019 , 7 : 32971 - 32988 .

TAO Y Z , LIU L , LIU S , et al . A survey:several technologies of non-orthogonal transmission for 5G [J ] . China Communications , 2015 , 12 ( 10 ): 1 - 15 .

DU Y , DONG B H , CHEN Z , et al . A fast convergence multiuser detection scheme for uplink SCMA systems [J ] . IEEE Wireless Communications Letters , 2016 , 5 ( 4 ): 388 - 391 .

DU Y , DONG B H , CHEN Z , et al . Shuffled multiuser detection schemes for uplink sparse code multiple access systems [J ] . IEEE Communications Letters , 2016 , 20 ( 6 ): 1231 - 1234 .

LU L , CHEN Y , GUO W T , et al . Prototype for 5G new air interface technology SCMA and performance evaluation [J ] . China Communications , 2015 , 12 : 38 - 48 .

YUAN Q , WANG Z Y , ZHANG X Y , et al . Sparse pilot matrix design for uplink grant-free SCMA system [C ] // 2019 IEEE/CIC International Conference on Communications Workshops in China . Piscataway:IEEE Press , 2019 : 19 - 24 .

MIUCCIO L , PANNO D , RIOLO S . Joint congestion control and resource allocation for massive MTC in 5G networks based on SCMA [C ] // 2019 15th International Conference on Telecommunications . Piscataway:IEEE Press , 2019 : 1 - 8 .

DING Z G , DAI L L , POOR H V . MIMO-NOMA design for small packet transmission in the Internet of Things [J ] . IEEE Access , 2016 , 4 : 1393 - 1405 .

AL-HUSSAIBI W A , ALI F H . Efficient user clustering,receive antenna selection,and power allocation algorithms for massive MIMO-NOMA systems [J ] . IEEE Access , 2019 , 7 : 31865 - 31882 .

ROBERTS L G . ALOHA packet system with and without slots and capture [J ] . ACM SIGCOMM Computer Communication Review , 1975 , 5 ( 2 ): 28 - 42 .

LIANG Y , NI Z Y , KUANG L L . An enhanced random access scheme:multi-power contention resolution diversity slotted aloha [C ] // 2019 15th International Wireless Communications ＆ Mobile Computing Conference . Piscataway:IEEE Press , 2019 : 120 - 125 .

ALVI S , DURRANI S , ZHOU X Y . Enhancing CRDSA with transmit power diversity for machine-type communication [J ] . IEEE Transactions on Vehicular Technology , 2018 , 67 ( 8 ): 7790 - 7794 .

MOON S , LEE J W . Performance study of repetition-based grant-free schemes in the mMTC scenario [C ] // 2019 34th International Technical Conference on Circuits/Systems,Computers and Communications . Piscataway:IEEE Press , 2019 : 1 - 2 .

SRIVATSA C R , MURTHY C R . Throughput analysis of PDMA/IRSA under practical channel estimation [C ] // 2019 IEEE 20th International Workshop on Signal Processing Advances in Wireless Communications . Piscataway:IEEE Press , 2019 : 1 - 5 .

SAHA S , SUKUMARAN V B , MURTHY C R . On the minimum average age of information in IRSA for grant-free mMTC [J ] . IEEE Journal on Selected Areas in Communications , 2021 , PP ( 99 ): 1 .

PAOLINI E , STEFANOVIC C , LIVA G , et al . Coded random access:applying codes on graphs to design random access protocols [J ] . IEEE Communications Magazine , 2015 , 53 ( 6 ): 144 - 150 .

MA G Y , AI B , WANG F G , et al . Joint design of coded tandem spreading multiple access and coded slotted ALOHA for massive machine-type communications [J ] . IEEE Transactions on Industrial Informatics , 2018 , 14 ( 9 ): 4064 - 4071 .

PENG M G , LIU Y , WEI D Y , et al . Hierarchical cooperative relay based heterogeneous networks [J ] . IEEE Wireless Communications , 2011 , 18 ( 3 ): 48 - 56 .

田辉 , 范绍帅 , 吕昕晨 , 等 . 面向5G需求的移动边缘计算 [J ] . 北京邮电大学学报 , 2017 , 40 ( 2 ): 1 - 10 .

TIAN H , FAN S S , LYU X C , et al . Mobile edge computing for 5G requirements [J ] . Journal of Beijing University of Posts and Telecommunications , 2017 , 40 ( 2 ): 1 - 10 .

朱近康 . 知识+数据驱动学习：未来网络智能的基础 [J ] . 中兴通讯技术 , 2020 , 26 ( 4 ): 46 - 49 .

ZHU J K . Knowledge-and-data driven learning:foundation of future network intelligence [J ] . ZTE Technology Journal , 2020 , 26 ( 4 ): 46 - 49 .

GUO D L , TANG L , ZHANG X G , et al . Joint optimization of handover control and power allocation based on multi-agent deep reinforcement learning [J ] . IEEE Transactions on Vehicular Technology , 2020 , 69 ( 11 ): 13124 - 13138 .

KUBONIWA J , MIYAKE Y , KAMEDA S , et al . A novel cell selection scheme using positioning information for heterogeneous wireless system [C ] // 2014 IEEE 25th Annual International Symposium on Personal,Indoor,and Mobile Radio Communication . Piscataway:IEEE Press , 2014 : 2204 - 2208 .

3GPP . Study on application architecture for enabling edge applications:TR.23.758 [S ] . 2019 .

张朝阳 . 5G大规模接入技术:如何应对差异化服务的挑战 [J ] . 中兴通讯技术 , 2017 , 23 ( 3 ): 50 - 52 .

ZHANG Z Y . Massive access in 5G:challenges and solutions for differentiated service [J ] . ZTE Technology Journal , 2017 , 23 ( 3 ): 50 - 52 .

LIU J J , SHI Y P , FADLULLAH Z M , et al . Space-air-ground integrated network:a survey [J ] . IEEE Communications Surveys ＆ Tutorials , 2018 , 20 ( 4 ): 2714 - 2741 .

张平 , 秦智超 , 陆洲 . 天地一体化信息网络天基宽带骨干互联系统初步考虑 [J ] . 中兴通讯技术 , 2016 , 22 ( 4 ): 24 - 28 .

ZHANG P , QIN Z C , LU Z . The space wideband backbone interconnected system in the integrated space and terrestrial information network [J ] . ZTE Technology Journal , 2016 , 22 ( 4 ): 24 - 28 .

CHEN L , ZHAO N , CHEN Y F , et al . Over-the-air computation for cooperative wideband spectrum sensing and performance analysis [J ] . IEEE Transactions on Vehicular Technology , 2018 , 67 ( 11 ): 10603 - 10614 .

ZHU G X , HUANG K B . MIMO over-the-air computation for high-mobility multimodal sensing [J ] . IEEE Internet of Things Journal , 2019 , 6 ( 4 ): 6089 - 6103 .

WANG T Q , WEN C K , WANG H Q , et al . Deep learning for wireless physical layer:Opportunities and challenges [J ] . China Communications , 2017 , 14 ( 11 ): 92 - 111 .

HUANG H J , GUO S , GUI G , et al . Deep learning for physical-layer 5G wireless techniques:opportunities,challenges and solutions [J ] . IEEE Wireless Communications , 2020 , 27 ( 1 ): 214 - 222 .

AGRAWAL S K , KAPIL S . 5G millimeter wave (mmWave) communications [C ] // International Conference on Computing for Sustainable Global Development . Piscataway:IEEE Press , 2016 : 3630 - 3634 .

ROH W , SEOL J Y , PARK J , et al . Millimeter-wave beamforming as an enabling technology for 5G cellular communications:theoretical feasibility and prototype results [J ] . IEEE Communications Magazine , 2014 , 52 ( 2 ): 106 - 113 .

HEATH R W , GONZÁLEZ-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 .

RAPPAPORT T S , XING Y C , MACCARTNEY G R , et al . Overview of millimeter wave communications for fifth-generation (5G) wireless networks—with a focus on propagation models [J ] . IEEE Transactions on Antennas and Propagation , 2017 , 65 ( 12 ): 6213 - 6230 .

卢安安 , 高西奇 . 大规模MIMO传输技术研究与展望 [J ] . 中国科学基金 , 2020 , 34 ( 2 ): 186 - 192 .

LU A A , GAO X Q . Prospects and overview of massive MIMO transmission [J ] . Bulletin of National Natural Science Foundation of China , 2020 , 34 ( 2 ): 186 - 192 .

DONG P H , ZHANG H , LI G Y . Framework on deep learning-based joint hybrid processing for mmWave massive MIMO systems [J ] . IEEE Access , 2020 , 8 : 106023 - 106035 .

SIDHARTH C , HIREMATH S M , PATRA S K . Deep Learning based Hybrid Precoding for mmWave Massive MIMO system using ComcepNet [C ] // 2020 International Conference on Communication and Signal Processing . Piscataway:IEEE Press , 2020 : 1317 - 1321 .

CHEN Z , MA X Y , ZHANG B , et al . A survey on terahertz communications [J ] . China Communications , 2019 , 16 ( 2 ): 1 - 35 .

NGUYEN D C , PATHIRANA P N , DING M , et al . Blockchain for 5G and beyond networks:a state of the art survey [J ] . Journal of Network and Computer Applications , 2020 , 166 : 102693 .

ZHANG L , XIAO M , WU G , et al . A survey of advanced techniques for spectrum sharing in 5G networks [J ] . IEEE Wireless Communications , 2017 , 24 ( 5 ): 44 - 51 .

蒋宇娜 , 葛晓虎 , 杨旸 , 等 . 面向6G的区块链物联网数据共享和存储机制 [J ] . 通信学报 , 2020 , 41 ( 10 ): 48 - 58 .

JIANG Y N , GE X H , YANG Y , et al . 6G oriented blockchain based Internet of things data sharing and storage mechanism [J ] . Journal on Communications , 2020 , 41 ( 10 ): 48 - 58 .

WEISS M B H , WERBACH K , SICKER D C , et al . On the application of blockchains to spectrum management [J ] . IEEE Transactions on Cognitive Communications and Networking , 2019 , 5 ( 2 ): 193 - 205 .

WANG W B , HOANG D T , HU P Z , et al . A survey on consensus mechanisms and mining strategy management in blockchain networks [J ] . IEEE Access , 2019 , 7 : 22328 - 22370 .

浏览量

6225

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

DPU驱动的软件与可编程硬件协同UPF架构设计与优化

智能体通信网络（ACN）：面向6G的网络发展新范式

基于残差密集网络的频谱感知方法

低时延网络：架构，关键场景与研究展望

5G若干关键技术评述