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题名Crowdsourcing mechanism for trust evaluation in CPCS based on intelligent mobile edge computing
作者
发表日期2019-11-01
发表期刊ACM Transactions on Intelligent Systems and Technology
ISSN/eISSN2157-6904
卷号10期号:6
摘要

Both academia and industry have directed tremendous interest toward the combination of Cyber Physical Systems and Cloud Computing, which enables a new breed of applications and services. However, due to the relative long distance between remote cloud and end nodes, Cloud Computing cannot provide effective and direct management for end nodes, which leads to security vulnerabilities. In this article, we first propose a novel trust evaluation mechanism using crowdsourcing and Intelligent Mobile Edge Computing. The mobile edge users with relatively strong computation and storage ability are exploited to provide direct management for end nodes. Through close access to end nodes, mobile edge users can obtain various information of the end nodes and determine whether the node is trustworthy. Then, two incentive mechanisms, i.e., Trustworthy Incentive and Quality-Aware Trustworthy Incentive Mechanisms, are proposed for motivating mobile edge users to conduct trust evaluation. The first one aims to motivate edge users to upload their real information about their capability and costs. The purpose of the second one is to motivate edge users to make trustworthy effort to conduct tasks and report results. Detailed theoretical analysis demonstrates the validity of Quality- Aware Trustworthy Incentive Mechanism from data trustfulness, effort trustfulness, and quality trustfulness, respectively. Extensive experiments are carried out to validate the proposed trust evaluation and incentive mechanisms. The results corroborate that the proposed mechanisms can efficiently stimulate mobile edge users to perform evaluation task and improve the accuracy of trust evaluation.

关键词Artificial intelligence Crowdsourcing Mobile edge computing Trust evaluation
DOI10.1145/3324926
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收录类别SCIE
语种英语English
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Information Systems
WOS记录号WOS:000512295100004
Scopus入藏号2-s2.0-85075606041
引用统计
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/7118
专题个人在本单位外知识产出
作者单位
1.Huaqiao University, Xia Men, Fujian, 361021, China
2.Macquarie University, 2109, Australia
3.Zhejiang Gongshang University, Hang Zhou, Zhejiang, 310018, China
推荐引用方式
GB/T 7714
Wang, Tian,Luo, Hao,Zheng, Xiet al. Crowdsourcing mechanism for trust evaluation in CPCS based on intelligent mobile edge computing[J]. ACM Transactions on Intelligent Systems and Technology, 2019, 10(6).
APA Wang, Tian, Luo, Hao, Zheng, Xi, & Xie, Mande. (2019). Crowdsourcing mechanism for trust evaluation in CPCS based on intelligent mobile edge computing. ACM Transactions on Intelligent Systems and Technology, 10(6).
MLA Wang, Tian,et al."Crowdsourcing mechanism for trust evaluation in CPCS based on intelligent mobile edge computing". ACM Transactions on Intelligent Systems and Technology 10.6(2019).
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