HybridIoT: Integration of Hierarchical Multiple Access and Computation Offloading for IoT-Based Smart Cities

被引:29
作者
Qian, Li Ping [1 ,2 ]
Wu, Yuan [1 ]
Ji, Bo [3 ]
Huang, Liang [1 ]
Tsang, Danny H. K. [4 ]
机构
[1] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou, Zhejiang, Peoples R China
[2] Southeast Univ, Natl Mobile Communicat Res Lab, Nanjing, Jiangsu, Peoples R China
[3] Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19122 USA
[4] Hong Kong Univ Technol & Sci, Hong Kong, Peoples R China
来源
IEEE NETWORK | 2019年 / 33卷 / 02期
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
INTERNET; NETWORKS;
D O I
10.1109/MNET.2019.1800149
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The Internet of Things (IoT) is an emerging technology that proffers to connect massive smart devices together and to the Internet. On the basis of IoT, a smart city is endowed with real-time monitoring, ubiquitous sensing, universal connectivity, and intelligent information processing and control. An IoT-based smart city can offer various smart services to citizens and administrators, thus improving the utilization of public resources regarding transportation, healthcare, environment, entertainment, and energy. The integration of transmitting, computing, and caching is having a profound impact on the development of flexible and efficient IoT in smart cities. However, with the introduction of ultra dense networking (UDN) and mobile edge computing (MEC), we have to carefully consider a joint problem across the physical layer and MAC layer to enable the efficient transmission, computation, and caching of big IoT data generated by massive IoT devices distributed in a city. In doing so, efficient multiple access and computation offloading should be addressed in the physical layer and MAC layer, respectively. In this article, we propose a scalable and sustainable IoT framework that integrates UDN-based hierarchical multiple access and computation offloading between MEC and cloud to support the smart city vision. The proposed integrated framework can substantially reduce the end-to-end delay and energy consumption of computing data from massive IoT devices. Numerical comparison results are presented to show the efficiency of the proposed framework. In addition, we discuss a number of open research issues in implementing the proposed framework.
引用
收藏
页码:6 / 13
页数:8
相关论文
共 15 条
[1]   NB-IOT TECHNOLOGY OVERVIEW AND EXPERIENCE FROM CLOUD-RAN IMPLEMENTATION [J].
Beyene, Yihenew Dagne ;
Jantti, Riku ;
Tirkkonen, Olav ;
Ruttik, Kalle ;
Iraji, Sassan ;
Larmo, Anna ;
Tirronen, Tuomas ;
Torsner, Johan .
IEEE WIRELESS COMMUNICATIONS, 2017, 24 (03) :26-32
[2]   Narrowband Internet of Things: Implementations and Applications [J].
Chen, Jiming ;
Hu, Kang ;
Wang, Qi ;
Sun, Yuyi ;
Shi, Zhiguo ;
He, Shibo .
IEEE INTERNET OF THINGS JOURNAL, 2017, 4 (06) :2309-2314
[3]   Compressive Channel Division Multiple Access for MTC Under Frequency-Selective Fading [J].
Choi, Jinho ;
Yu, Nam Yul .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2017, 65 (06) :2715-2725
[4]   Collaborative Mobile Edge Computation Offloading for IoT over Fiber-Wireless Networks [J].
Guo, Hongzhi ;
Liu, Jiajia ;
Qin, Huiling .
IEEE NETWORK, 2018, 32 (01) :66-71
[5]   Recent Advances in Antenna Design and Interference Cancellation Algorithms for In-Band Full Duplex Relays [J].
Heino, Mikko ;
Korpi, Dani ;
Huusari, Timo ;
Antonio-Rodriguez, Emilio ;
Venkatasubramanian, Sathya ;
Riihonen, Taneli ;
Anttila, Lauri ;
Icheln, Clemens ;
Haneda, Katsuyuki ;
Wichman, Risto ;
Valkama, Mikko .
IEEE COMMUNICATIONS MAGAZINE, 2015, 53 (05) :91-101
[6]   Software Defined Networking, Caching, and Computing for Green Wireless Networks [J].
Huo, Ru ;
Yu, Fei Richard ;
Huang, Tao ;
Xie, Renchao ;
Liu, Jiang ;
Leung, Victor C. M. ;
Liu, Yunjie .
IEEE COMMUNICATIONS MAGAZINE, 2016, 54 (11) :185-193
[7]   Millimeter-Wave Wireless Communications for IoT-Cloud Supported Autonomous Vehicles: Overview, Design, and Challenges [J].
Kong, Linghe ;
Khan, Muhammad Khurram ;
Wu, Fan ;
Chen, Guihai ;
Zeng, Peng .
IEEE COMMUNICATIONS MAGAZINE, 2017, 55 (01) :62-68
[8]   Convergence Analysis and Assurance for Gaussian Message Passing Iterative Detector in Massive MU-MIMO Systems [J].
Liu, Lei ;
Yuen, Chau ;
Guan, Yong Liang ;
Li, Ying ;
Su, Yuping .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2016, 15 (09) :6487-6501
[9]   Selective Offloading in Mobile Edge Computing for the Green Internet of Things [J].
Lyu, Xinchen ;
Tian, Hui ;
Jiang, Li ;
Vinel, Alexey ;
Maharjan, Sabita ;
Gjessing, Stein ;
Zhang, Yan .
IEEE NETWORK, 2018, 32 (01) :54-60
[10]   Internet-of-Things-Based Smart Cities: Recent Advances and Challenges [J].
Mehmood, Yasir ;
Ahmad, Farhan ;
Yaqoob, Ibrar ;
Adnane, Asma ;
Imran, Muhammad ;
Guizani, Sghaier .
IEEE COMMUNICATIONS MAGAZINE, 2017, 55 (09) :16-24