Intelligent Data Transportation in Smart Cities: A Spectrum-Aware Approach

被引:24
作者
Ding, Haichuan [1 ]
Li, Xuanheng [2 ]
Cai, Ying [3 ]
Lorenzo, Beatriz [4 ]
Fang, Yuguang [1 ]
机构
[1] Univ Florida, Dept Elect & Comp Engn, Gainesville, FL 32611 USA
[2] Dalian Univ Technol, Sch Informat & Commun Engn, Dalian 116023, Peoples R China
[3] Beijing Informat Sci & Technol Univ, Comp Sch, Beijing 100101, Peoples R China
[4] Univ Vigo, Dept Telemat, Vigo 36310, Spain
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
Smart cities; data transportation; data offloading; vehicular networks; cognitive radios; DATA DELIVERY; ROUTING PROTOCOL; TECHNOLOGIES; NETWORKS;
D O I
10.1109/TNET.2018.2871667
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Communication technologies supply the blood for smart city applications. In view of the ever-increasing wireless traffic generated in smart cities and our already congested radio access networks (RANs), we have recently designed a data transportation network, the vehicular cognitive capability harvesting network (V-CCHN), which exploits the harvested spectrum opportunity and the mobility opportunity offered by the massive number of vehicles traveling in the city to not only offload delay-tolerant data from congested RANs but also support delay-tolerant data transportation for various smart-city applications. To make data transportation efficient, in this paper, we develop a spectrum-aware (SA) data transportation scheme based on Markov decision processes. Through extensive simulations, we demonstrate that, with the developed data transportation scheme, the V-CCHN is effective in offering data transportation services despite its dependence on dynamic resources, such as vehicles and harvested spectrum resources. The simulation results also demonstrate the superiority of the SA scheme over existing schemes. We expect the V-CCHN to well complement existing telecommunication networks in handling the exponentially increasing wireless data traffic.
引用
收藏
页码:2598 / 2611
页数:14
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