A UAV-Assisted Ubiquitous Trust Communication System in 5G and Beyond Networks

被引:51
|
作者
Huang, Mingfeng [1 ]
Liu, Anfeng [1 ]
Xiong, Neal N. [2 ]
Wu, Jie [3 ]
机构
[1] Cent South Univ, Sch Comp Sci & Engn, Changsha 410083, Peoples R China
[2] Northeastern State Univ, Dept Math & Comp Sci, Tahlequah, OK 74464 USA
[3] Temple Univ, Ctr Networked Comp, Philadelphia, PA 19122 USA
基金
中国国家自然科学基金;
关键词
Data collection; 5G mobile communication; Reliability; Internet of Things; Data models; Wireless communication; Data integrity; 5G and beyond networks; unmanned aerial vehicles; trust evaluation; incentive mechanism; data quality;
D O I
10.1109/JSAC.2021.3088675
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
UAV-assisted wireless communications facilitate the applications of Internet of Things (IoT), which employ billions of devices to sense and collect data with an on-demand style. However, there are numerous malicious Mobile Data Collectors (MDCs) mixing into the network, stealing or tampering with data, which greatly damages IoT applications. So, it is urgent to build a ubiquitous trust communication system. In this paper, a UAV-assisted Ubiquitous Trust Evaluation (UUTE) framework is proposed, which combines the UAV-assisted global trust evaluation and the historical interaction based local trust evaluation. We first propose a global trust evaluation model for data collection platforms. It can accurately eliminate malicious MDCs and create a clean data collection environment, by dispatching UAVs to collect baseline data to validate the data submitted by MDCs. After that, a local trust evaluation model is proposed to help select credible MDCs for collaborative data collection. By letting UAVs distribute the data verification hash codes to MDCs, the MDCs can verify whether the exchanged data from the interacted MDCs is reliable. Extensive experiments conduct on a real-life dataset demonstrate that our UUTE system outperforms the existing trust evaluation systems in terms of accuracy and cost.
引用
收藏
页码:3444 / 3458
页数:15
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