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题名An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network
作者
发表日期2020
发表期刊Personal and Ubiquitous Computing
ISSN/eISSN1617-4909
摘要

The fast development of Internet of Things (IoT) has greatly driven the development of mobile crowdsensing vehicular sensor network (CVSN). A lot of fascinating big data–based applications have been developed such as traffic management, health monitoring, and smart city. How to effectively collect enough data while not increasing too much redundancy is still a challenging problem in the big data application for CVSN. In this paper, a data relay mule–based collection scheme (DRMCS) is proposed to improve the quality of service (QoS). Comparing with the previous researches, the innovation of DRMCS is as follows: First, a data collection framework which considers the sensing task completion rate, redundancy rate and delay is proposed. Second, the micro mobile data center (MMDC) is proposed to solve the problem of connecting the huge number of intelligent sensing devices with data centre. Third, a MMDC selection strategy based on simulated annealing algorithm is proposed by DRMCS to improve the data collection performance. Compared with traditional vehicular network opportunistic communication without data relay mule (OCDRM), the sensing task completion rate of DRMCS has been improved by 78.6%.

关键词Crowdsensing Data collection Internet of Things Minimum cost Sensing Devices
DOI10.1007/s00779-020-01440-0
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收录类别SCIE
语种英语English
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Telecommunications
WOS记录号WOS:000560616400001
Scopus入藏号2-s2.0-85089497902
引用统计
被引频次:42[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/7066
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.College of Computer Science and Technology, Huaqiao University, Xiamen, 361021, China
3.School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China
推荐引用方式
GB/T 7714
Ren, Yingying,Wang, Tian,Zhang, Shaoboet al. An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network[J]. Personal and Ubiquitous Computing, 2020.
APA Ren, Yingying, Wang, Tian, Zhang, Shaobo, & Zhang, Jinhuan. (2020). An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network. Personal and Ubiquitous Computing.
MLA Ren, Yingying,et al."An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network". Personal and Ubiquitous Computing (2020).
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