A privacy-preserving parallel and homomorphic encryption scheme

被引:5
|
作者
Min, Zhaoe [1 ]
Yang, Geng [2 ]
Shi, Jingqi [1 ]
机构
[1] Nanjing Univ Posts & Telecommun, Sch Comp Sci, Nanjing 210003, Jiangsu, Peoples R China
[2] Jiangsu Key Lab Big Data Secur & Intelligent Proc, Nanjing 210003, Jiangsu, Peoples R China
来源
OPEN PHYSICS | 2017年 / 15卷 / 01期
基金
中国国家自然科学基金;
关键词
privacy protection; homomorphic encryption; parallel encryption; parallel homomorphic encryption; cloud computing; MapReduce;
D O I
10.1515/phys-2017-0014
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In order to protect data privacy whilst allowing efficient access to data in multi-nodes cloud environments, a parallel homomorphic encryption (PHE) scheme is proposed based on the additive homomorphism of the Paillier encryption algorithm. In this paper we propose a PHE algorithm, in which plaintext is divided into several blocks and blocks are encrypted with a parallel mode. Experiment results demonstrate that the encryption algorithm can reach a speed-up ratio at about 7.1 in the MapReduce environment with 16 cores and 4 nodes.
引用
收藏
页码:135 / 142
页数:8
相关论文
共 50 条
  • [1] A Privacy-Preserving Homomorphic Encryption Scheme for the Internet of Things
    Zouari, Jaweher
    Hamdi, Mohamed
    Kim, Tai-Hoon
    [J]. 2017 13TH INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC), 2017, : 1939 - 1944
  • [2] Privacy-Preserving Collective Learning With Homomorphic Encryption
    Paul, Jestine
    Annamalai, Meenatchi Sundaram Muthu Selva
    Ming, William
    Al Badawi, Ahmad
    Veeravalli, Bharadwaj
    Aung, Khin Mi Mi
    [J]. IEEE ACCESS, 2021, 9 : 132084 - 132096
  • [3] A Review of Homomorphic Encryption for Privacy-Preserving Biometrics
    Yang, Wencheng
    Wang, Song
    Cui, Hui
    Tang, Zhaohui
    Li, Yan
    [J]. SENSORS, 2023, 23 (07)
  • [4] An efficient blockchain-based privacy-preserving scheme with attribute and homomorphic encryption
    Xu, Guangxia
    Zhang, Jiajun
    Cliff, Uchani Gutierrez Omar
    Ma, Chuang
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2022, 37 (12) : 10715 - 10750
  • [5] Secure and privacy-preserving DRM scheme using homomorphic encryption in cloud computing
    HUANG Qin-long
    MA Zhao-feng
    YANG Yi-xian
    FU Jing-yi
    NIU Xin-xin
    [J]. The Journal of China Universities of Posts and Telecommunications, 2013, 20 (06) : 88 - 95
  • [6] Lightweight Privacy-Preserving Scheme Using Homomorphic Encryption in Industrial Internet of Things
    Li, Shancang
    Zhao, Shanshan
    Min, Geyong
    Qi, Lianyong
    Liu, Gang
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (16) : 14542 - 14550
  • [7] PPFLHE: A privacy-preserving federated learning scheme with homomorphic encryption for healthcare data
    Wang, Bo
    Li, Hongtao
    Guo, Yina
    Wang, Jie
    [J]. APPLIED SOFT COMPUTING, 2023, 146
  • [8] Privacy-Preserving Swarm Learning Based on Homomorphic Encryption
    Chen, Lijie
    Fu, Shaojing
    Lin, Liu
    Luo, Yuchuan
    Zhao, Wentao
    [J]. ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2021, PT III, 2022, 13157 : 509 - 523
  • [9] Privacy-Preserving Decentralized Optimization Using Homomorphic Encryption
    Huo, Xiang
    Liu, Mingxi
    [J]. IFAC PAPERSONLINE, 2020, 53 (05): : 630 - 633
  • [10] Privacy-Preserving Federated Learning Using Homomorphic Encryption
    Park, Jaehyoung
    Lim, Hyuk
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (02):