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题名Result return aware offloading scheme in vehicular edge networks for IoT
作者
发表日期2020-12-01
发表期刊Computer Communications
ISSN/eISSN0140-3664
卷号164页码:201-214
摘要

With the development of microprocessor technology, massive IoT devices are deployed in smart cities which promotes numerous supervisory control and data acquisition (SCADA) systems to accomplish the key issue. The emergence of computation intensive and delay sensitive applications makes it quite a challenge for IoT devices in SCADA systems with very weak computing capacity. Vehicular edge computing (VEC) is a new computing paradigm with great potential of enhancing SCADA system performance by offloading applications from the resource-constrained SCADA system to lightweight and ubiquitous VEC servers. In this paper, we propose a solution to exploit the load of IoT devices offloaded to VEC server only through vehicles by three steps. Firstly, the tasks from SCADA system are loaded via vehicles; Secondly, vehicles offload task to VEC servers; Finally, the vehicle returns the result to SCADA system. We establish this problem as integrating offloading to VEC servers with load balancing, and returning the result to SCADA system with less cost. A Joint Selection decision, Computation resource and Return result (JSCR) scheme is proposed to solve the problem. First, we propose to integrate the load balance with the tasks offload problem to efficiently complete task and further formulate the problem as a mix-integer non-linear programming problem. Then, we decouple the problem as two subproblems and develop a low complexity algorithm to jointly optimize Selection decision, Computation resource allocation and Return result. Finally, we conducted extensive simulation experiments. The results illustrate that the proposed algorithm exhibits fast convergence speed and demonstrates the superior performance. Specifically, the proposed JSCR scheme improves the system utility by 15.81% and load balancing efficiency by 27.5%.

关键词Computation offloading Data mule Load balance Resource allocation Vehicular edge computing
DOI10.1016/j.comcom.2020.10.019
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收录类别SCIE
语种英语English
WOS研究方向Computer Science ; Engineering ; Telecommunications
WOS类目Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号WOS:000616388500021
Scopus入藏号2-s2.0-85095682197
引用统计
被引频次:40[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/7105
专题个人在本单位外知识产出
通讯作者Zhang, Jinhuan
作者单位
1.School of Computer Science and Engineering, Central South University, ChangSha, 410083, China
2.Department of Sciences and Informatics, Muroran Institute of Technology, Japan
3.Department of Computer Science and Technology, Huaqiao University, Xiamen, 361021, China
4.School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China
推荐引用方式
GB/T 7714
Huang, Wei,Ota, Kaoru,Dong, Mianxionget al. Result return aware offloading scheme in vehicular edge networks for IoT[J]. Computer Communications, 2020, 164: 201-214.
APA Huang, Wei, Ota, Kaoru, Dong, Mianxiong, Wang, Tian, Zhang, Shaobo, & Zhang, Jinhuan. (2020). Result return aware offloading scheme in vehicular edge networks for IoT. Computer Communications, 164, 201-214.
MLA Huang, Wei,et al."Result return aware offloading scheme in vehicular edge networks for IoT". Computer Communications 164(2020): 201-214.
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