AUTOMATIC NETWORK SLICING FOR IOT IN SMART CITY

被引:19
作者
Zhou, Fanqin [1 ]
Yu, Peng [1 ]
Feng, Lei [1 ]
Qiu, Xuesong [1 ]
Wang, Zhili [2 ]
Meng, Luoming [2 ]
Kadoch, Michel [3 ]
Gong, Liang [4 ]
Yao, Xianjiong [5 ]
机构
[1] BUPT, State Key Lab Networking & Switching Technol, Beijing, Peoples R China
[2] BUPT, Beijing, Peoples R China
[3] Ecole Technol Super, Montreal, PQ, Canada
[4] Acad Broadcast Planning NRTA China, Beijing, Peoples R China
[5] State Grid Shanghai Municipal Elect Power Co, Shanghai, Peoples R China
基金
国家重点研发计划;
关键词
Network slicing; Smart cities; Internet of Things; 5G mobile communication; Companies; Resource management; Dynamic scheduling; COMMUNICATION; SYSTEMS;
D O I
10.1109/MWC.001.2000069
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Internet of things (IoT) in smart city consists of a diversity of public utility and vertical industry services with extremely different performance requirements. As a key technology of 5G networks, network slicing (NS) is featured to provide distinct virtual networks and differentiated QoS guarantees in a shared infrastructure. Therefore, it becomes necessary to employ intelligent NS management for IoT in smart city. This work proposes a machine learning (ML) driven automatic NS framework which can intelligently scale slice according to network state. The resource preservation and slicing implementation scheme is given to trade off robustness and resource efficiency. Finally, the present study provides preliminary results via simulation and experimentation to justify the effectiveness and efficiency of the presented design.
引用
收藏
页码:108 / 115
页数:8
相关论文
共 15 条
[1]  
Akyildiz I. F., 2005, Ad Hoc Networks, V3, P257, DOI 10.1016/j.adhoc.2005.01.004
[2]   Terahertz Technologies to Deliver Optical Network Quality of Experience in Wireless Systems Beyond 5G [J].
Boulogeorgos, Alexandros-Apostolos A. ;
Alexiou, Angeliki ;
Merkle, Thomas ;
Schubert, Colja ;
Elschner, Robert ;
Katsiotis, Alexandros ;
Stavrianos, Panagiotis ;
Kritharidis, Dimitrios ;
Chartsias, Panteleimon-Konstantinos ;
Kokkoniemi, Joonas ;
Juntti, Markku ;
Lehtomaki, Janne ;
Teixeira, Antonio ;
Rodrigues, Francisco .
IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (06) :144-151
[3]   A Comprehensive Simulation Platform for Space-Air-Ground Integrated Network [J].
Cheng, Nan ;
Quan, Wei ;
Shi, Weisen ;
Wu, Huaqing ;
Ye, Qiang ;
Zhou, Haibo ;
Zhuang, Weihua ;
Shen, Xuemin ;
Bai, Bo .
IEEE WIRELESS COMMUNICATIONS, 2020, 27 (01) :178-185
[4]  
Domingo M.C., 2008, Phys. Commun, V1, P163, DOI [10.1016/j.phycom.2008.09.001, DOI 10.1016/J.PHYCOM.2008.09.001]
[5]   RADIO RESOURCE MANAGEMENT IN FUTURE TERRESTRIAL-SATELLITE COMMUNICATION NETWORKS [J].
Kuang, Linling ;
Chen, Xi ;
Jiang, Chunxiao ;
Zhang, Haijun ;
Wu, Sheng .
IEEE WIRELESS COMMUNICATIONS, 2017, 24 (05) :81-87
[6]   Space-Air-Ground Integrated Network: A Survey [J].
Liu, Jiajia ;
Shi, Yongpeng ;
Fadlullah, Zubair Md. ;
Kato, Nei .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2018, 20 (04) :2714-2741
[7]  
Liu Z, 2012, PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), P2059, DOI 10.1109/ICCSNT.2012.6526324
[8]   ORBITAL DIVERSITY IN RESOURCE-SHARED SATELLITE COMMUNICATION-SYSTEMS ABOVE 10-GHZ [J].
MATRICCIANI, E .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 1987, 5 (04) :714-723
[9]   Link Adaptation Strategies for Next Generation Satellite Video Broadcasting: A System Approach [J].
Morel, Coline ;
Arapoglou, Pantelis-Daniel ;
Angelone, Martina ;
Ginesi, Alberto .
IEEE TRANSACTIONS ON BROADCASTING, 2015, 61 (04) :603-614
[10]   Survey of Inter-Satellite Communication for Small Satellite Systems: Physical Layer to Network Layer View [J].
Radhakrishnan, Radhika ;
Edmonson, William W. ;
Afghah, Fatemeh ;
Rodriguez-Osorio, Ramon Martinez ;
Pinto, Frank, Jr. ;
Burleigh, Scott C. .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2016, 18 (04) :2442-2473