A fault tolerance data aggregation scheme for fog computing

被引:2
|
作者
Zeng, Zhixin [1 ]
Chang, Liang [1 ]
Liu, Yining [1 ]
机构
[1] Guilin Univ Elect Technol, Sch Comp & Informat Secur, Guilin, Peoples R China
基金
中国国家自然科学基金;
关键词
fog computing; internet of things; IoT; fault tolerance; Shamir's secret sharing; data aggregation; privacy preservation; PRESERVING DATA AGGREGATION; PRIVACY; SECURITY;
D O I
10.1504/IJICS.2022.122379
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The fog computing makes the cloud-based internet of things to be more suitable for the time and location-sensitive applications. However, it is still facing challenges to balance the usability of data and privacy protection. In the past years, some excellent works have tried to address this concern using the aggregation method. However, the fact that IoT devices at the edge of the network may malfunction is not paid enough attention. In this paper, a fault-tolerant data aggregation scheme for fog computing networks is presented by employing Shamir's secret sharing and ElGamal cryptosystem. The proposed scheme ensures that even though a few IoT devices fail to work, the aggregated value can still be obtained with the number of IoT devices that reach the threshold of collaboration. In addition, security analysis and performance evaluation show the proposed scheme achieves security, privacy, and efficiency.
引用
收藏
页码:351 / 364
页数:14
相关论文
共 50 条
  • [1] A privacy-preserving data aggregation scheme for dynamic groups in fog computing
    Shen, Xiaodong
    Zhu, Liehuang
    Xu, Chang
    Sharif, Kashif
    Lu, Rongxing
    INFORMATION SCIENCES, 2020, 514 (514) : 118 - 130
  • [2] A Robust and Optional Privacy Data Aggregation Scheme for Fog-Enhanced IoT Network
    Zeng, Zhixin
    Liu, Yining
    Chang, Liang
    IEEE SYSTEMS JOURNAL, 2023, 17 (01): : 1110 - 1120
  • [3] Data Aggregation Challenges in Fog Computing
    Shahzad, Mohammad
    Panneerselvam, John
    Liu, Lu
    Zhai, Xiaojun
    2019 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI 2019), 2019, : 1717 - 1721
  • [4] FPDA: Fault-Tolerant and Privacy-Enhanced Data Aggregation Scheme in Fog-Assisted Smart Grid
    Wu, Liqiang
    Xu, Ming
    Fu, Shaojing
    Luo, Yuchuan
    Wei, Yuechuan
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (07): : 5254 - 5265
  • [5] Lightweight Multidimensional Encrypted Data Aggregation Scheme With Fault Tolerance for Fog-Assisted Smart Grids
    Zhang, Xiaojun
    Tang, Wei
    Gu, Dawu
    Zhang, Yuan
    Xue, Jingting
    Wang, Xin
    IEEE SYSTEMS JOURNAL, 2022, 16 (04): : 6647 - 6657
  • [6] A Fault Tolerant Data Management Scheme for Healthcare Internet of Things in Fog Computing
    Saeed, Waqar
    Ahmad, Zulfiqar
    Jehangiri, Ali I.
    Mohamed, Nader
    Umar, Arif I.
    Ahmad, Jamil
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2021, 15 (01): : 35 - 57
  • [7] Privacy preserving data aggregation with fault tolerance in fog-enabled smart grids
    Khan, Hayat Mohammad
    Khan, Abid
    Jabeen, Farhana
    Rahman, Arif Ur
    SUSTAINABLE CITIES AND SOCIETY, 2021, 64
  • [8] An improved data aggregation for fog computing devices in internet of things
    Jalasri M.
    Lakshmanan L.
    International Journal of Networking and Virtual Organisations, 2024, 30 (02) : 114 - 133
  • [9] A Lightweight Privacy-Preserving Data Aggregation Scheme for Fog Computing-Enhanced IoT
    Lu, Rongxing
    Heung, Kevin
    Lashkari, Arash Habibi
    Ghorbani, Ali A.
    IEEE ACCESS, 2017, 5 : 3302 - 3312
  • [10] Hierarchical Data Aggregation with Data Offloading Scheme for Fog Enabled IoT Environment
    Nalayini, P.
    Prakash, R. Arun
    COMPUTER SYSTEMS SCIENCE AND ENGINEERING, 2023, 44 (03): : 2033 - 2047