An Edge Computing-enhanced Internet of Things Framework for Privacy-preserving in Smart City

被引:25
|
作者
Gheisari, Mehdi [1 ]
Wang, Guojun [1 ]
Chen, Shuhong [1 ,2 ]
机构
[1] Guangzhou Univ, Sch Comp Sci, Guangzhou 510006, Peoples R China
[2] Univ Florida, Dept Elect & Comp Engn, Gainesville, FL 32611 USA
基金
中国国家自然科学基金;
关键词
Privacy-preserving; Smart city; Ontology; Edge computing; Internet of things; Owner; Privacy; IOT; Cloud computing; SECURITY; SCHEME; MODEL;
D O I
10.1016/j.compeleceng.2019.106504
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
To supervise massive generated data by the Internet of Things (IoT) efficiently, we face two issues that should be addressed which are: (1) heterogeneity or satisfying diversity among IoT devices, and (2) privacy-preserving or preventing unintentional disclosure of sensitive data. Through observation, we found that existing solutions apply one common privacy-preserving rule for all devices while they address the heterogeneity issue separately that lead to unappealing performance. In this paper, we propose a framework for addressing the heterogeneity issue and privacy-preserving of IoT devices at the network edge using a novel proposed ontology data model. Besides, it leverages the proposed ontology to obtain a privacy-preserving method by frequently changing the privacy-preserving behaviors of loT devices. Through simulation, we show that our solution overhead is less than 9 percent in the worst situation so that it is affordable to most loT devices in one of its applications that is smart city. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] PFLF: Privacy-Preserving Federated Learning Framework for Edge Computing
    Zhou, Hao
    Yang, Geng
    Dai, Hua
    Liu, Guoxiu
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2022, 17 : 1905 - 1918
  • [22] Permissioned Blockchain and Edge Computing Empowered Privacy-Preserving Smart Grid Networks
    Gai, Keke
    Wu, Yulu
    Zhu, Liehuang
    Xu, Lei
    Zhang, Yan
    IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (05): : 7992 - 8004
  • [23] Revocable and Privacy-Preserving Decentralized Data Sharing Framework for Fog-Assisted Internet of Things
    Zhang, Jiawei
    Ma, Jianfeng
    Yang, Yanbo
    Liu, Ximeng
    Xiong, Neal N.
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (13) : 10446 - 10463
  • [24] RETRACTED: Analysis of Privacy-Preserving Edge Computing and Internet of Things Models in Healthcare Domain (Retracted Article)
    Almusallam, Naif
    Alabdulatif, Abdulatif
    Alarfaj, Fawaz
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2021, 2021
  • [25] ESPQuery: An Enhanced Secure Scheme for Privacy-Preserving Query Based on Untrusted Devices in the Internet of Things
    Li, Dandan
    Huang, Xiaohong
    Huang, Wei
    Gao, Fei
    Yan, Shen
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (09) : 7229 - 7240
  • [26] A Deep Learning-Based Privacy-Preserving Model for Smart Healthcare in Internet of Medical Things Using Fog Computing
    Moqurrab, Syed Atif
    Tariq, Noshina
    Anjum, Adeel
    Asheralieva, Alia
    Malik, Saif U. R.
    Malik, Hassan
    Pervaiz, Haris
    Gill, Sukhpal Singh
    WIRELESS PERSONAL COMMUNICATIONS, 2022, 126 (03) : 2379 - 2401
  • [27] A Privacy-Preserving Data Inference Framework for Internet of Health Things Networks
    Kang, James Jin
    Dibaei, Mahdi
    Luo, Gang
    Yang, Wencheng
    Zheng, Xi
    2020 IEEE 19TH INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (TRUSTCOM 2020), 2020, : 1210 - 1215
  • [28] A Novel Edge Computing Offloading and Privacy-preserving Scheme for Energy Internet
    Li, Kunchang
    Han, Xu
    Yang, Yifan
    Wang, Shuhao
    Shi, Runhua
    Li, Jianbin
    2021 IEEE 5TH INTERNATIONAL CONFERENCE ON CRYPTOGRAPHY, SECURITY AND PRIVACY (ICCSP), 2021, : 79 - 83
  • [29] Privacy-Preserving and Distributed Algorithms for Modular Exponentiation in IoT With Edge Computing Assistance
    Li, Hongjun
    Yu, Jia
    Zhang, Hanlin
    Yang, Ming
    Wang, Huaqun
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (09) : 8769 - 8779
  • [30] A Privacy-Preserving Internet of Things Smart Healthcare Financial System
    Singh, Rajani
    Dwivedi, Ashutosh Dhar
    Srivastava, Gautam
    Chatterjee, Pushpita
    Lin, Jerry Chun-Wei
    IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (21) : 18452 - 18460