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题名STMTO: A smart and trust multi-UAV task offloading system
作者
发表日期2021-09-01
发表期刊Information Sciences
ISSN/eISSN0020-0255
卷号573页码:519-540
摘要

As one of promising distributed multi-robot system, Unmanned Aerial Vehicles (UAVs) can collaborate to offload complex tasks in edge networks. A Smart and Trust Multi-UAV Task Offloading (STMTO) system is established to offload tasks from Internet of Thing (IoT) devices to edge severs through UAVs with a trust style. In STMTO system, first, a group of UAVs is dispatched to relay tasks from devices to edge servers with rich computing resource. A collaborative task collection scheme is proposed to minimize energy consumption and the task processing delay by dividing working area for each UAV and designing the flight trajectory. Secondly, a many-to-many task double auction model is established for devices and edge servers to maximize the offloading utility, where devices act as buyers, edge servers as sellers, and UAVs as auctioneers. Last, to resist attack of malicious edge servers and ensure the task security, a novel trust evaluation method based on the comparison of true utility and expected utility is integrated in auction mechanism. The theoretical analysis and implementation results show that the proposed STMTO system not only achieve the best utility for devices and edge servers simultaneously, but also identify the malicious edge servers and protect task from attacks.

关键词Double auction model Energy effective Multi Unmanned Aerial Vehicles Security Task offloading Trust
DOI10.1016/j.ins.2021.05.020
URL查看来源
收录类别SCIE
语种英语English
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems
WOS记录号WOS:000687216400011
Scopus入藏号2-s2.0-85107969544
引用统计
被引频次:54[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/7032
专题理工科技学院
通讯作者Xiong, Neal N.
作者单位
1.School of Computer Science and Engineering, Central South University, Changsha, 410083, China
2.School of Information Science and Engineering, Hunan First Normal University, Changsha, 410205, China
3.Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, 130012, China
4.Department of Mathematics and Computer Science, Northeastern State University, Tahlequah, United States
5.School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, China
6.Artificial Intelligence and Future Networks, Beijing Normal University & UIC, Zhuhai, China
7.College of Computer Science and Technology, Huaqiao University, Xiamen, 361021, China
推荐引用方式
GB/T 7714
Guo, Jialin,Huang, Guosheng,Li, Qianget al. STMTO: A smart and trust multi-UAV task offloading system[J]. Information Sciences, 2021, 573: 519-540.
APA Guo, Jialin, Huang, Guosheng, Li, Qiang, Xiong, Neal N., Zhang, Shaobo, & Wang, Tian. (2021). STMTO: A smart and trust multi-UAV task offloading system. Information Sciences, 573, 519-540.
MLA Guo, Jialin,et al."STMTO: A smart and trust multi-UAV task offloading system". Information Sciences 573(2021): 519-540.
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