PREEN: An Aggregation Mechanism for Privacy-Preserving Smart-Metering Communications

被引:0
|
作者
Wang, Tao [1 ]
Jin, Jing [2 ]
Gu, Xin [3 ]
Zhang, Yuping [4 ]
Chen, Xiaoyu [4 ]
机构
[1] Cent China Normal Univ, Fac Artificial Intelligence Educ, Hubei Res Ctr Educ Informationizat, Wuhan 430079, Peoples R China
[2] Wuhan Univ, Coll Life Sci, Wuhan 430072, Peoples R China
[3] Hubei Standardizat & Qual Inst, Data Res & Serv Ctr, Wuhan 430061, Peoples R China
[4] Cent China Normal Univ, Fac Artificial Intelligence Educ, Wuhan 430079, Peoples R China
基金
中国国家自然科学基金;
关键词
Privacy; Differential privacy; Data aggregation; Smart meters; Security; Batteries; Smart grids; Smart grid; differential privacy; re-encryption; aggregation mechanism; confidentiality; FAULT-TOLERANCE; SECURITY; PROTOCOL; SCHEME;
D O I
10.1109/TCE.2022.3225088
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The widespread use of home consumer electronics (CEs) provides residents facility, assistance and comfort. Meanwhile, smart meters are deployed at households to optimize electricity supply and demand and improve electricity efficiency. These meters monitor, collect and aggregate the electricity consumption of the home CEs in a near-real-time way. However, such processes seriously invade consumer privacy, e.g., household occupancy and economic status. Many existing privacy-preserving schemes rely on the assumption that certain components can be trusted, which is hard to be ensured, and cannot resist against collusion attacks. In this study, we leverage differential privacy and a re-encryption model to produce a privacy-preserving aggregation mechanism, called PREEN, for smart-metering communications. PREEN simultaneously facilitates data aggregation, differential privacy, and protection against various attacks. Specifically, we adopt ElGamal algorithm to construct the re-encryption scheme and differential privacy to aggregate the consumption measurements of residential users at the gateways and control center, thereby enabling resistance against slashing privacy attacks. Strict and detailed security proofs as well as extensive performance evaluations are adopted to demonstrate that the proposed PREEN provides rigorous privacy preservation and confidentiality against diverse external and internal attacks, while remaining a comparable or even lower computational overhead and a negligible communication overhead and a reasonable accuracy in terms of the utility of differential privacy, compared to the state-of-the-art mechanisms.
引用
收藏
页码:2949 / 2959
页数:11
相关论文
共 50 条
  • [1] Privacy-Preserving Data Aggregation in Smart Metering Systems
    Erkin, Zekeriya
    Ramon Troncoso-Pastoriza, Juan
    Lagendijk, R. L.
    Perez-Gonzalez, Fernando
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2013, 30 (02) : 75 - 86
  • [2] Privacy-Preserving Aggregation of Smart Metering via Transformation and Encryption
    Lyu, Lingjuan
    Law, Yee Wei
    Jin, Jiong
    Palaniswami, Marimuthu
    [J]. 2017 16TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS / 11TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING / 14TH IEEE INTERNATIONAL CONFERENCE ON EMBEDDED SOFTWARE AND SYSTEMS, 2017, : 472 - 479
  • [3] Distributed Privacy-Preserving Aggregation of Metering Data in Smart Grids
    Rottondi, Cristina
    Verticale, Giacomo
    Krauss, Christoph
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2013, 31 (07) : 1342 - 1354
  • [4] Privacy-preserving smart metering revisited
    Alfredo Rial
    George Danezis
    Markulf Kohlweiss
    [J]. International Journal of Information Security, 2018, 17 : 1 - 31
  • [5] Privacy-preserving smart metering revisited
    Rial, Alfredo
    Danezis, George
    Kohlweiss, Markulf
    [J]. INTERNATIONAL JOURNAL OF INFORMATION SECURITY, 2018, 17 (01) : 1 - 31
  • [6] A Privacy-Preserving Distributed Smart Metering Temporal and Spatial Aggregation Scheme
    Zhang, Lei
    Zhang, Jing
    Hu, Yu Hen
    [J]. IEEE ACCESS, 2019, 7 : 28372 - 28382
  • [7] Privacy-Preserving Smart Metering with Authentication in a Smart Grid
    Hur, Jun Beom
    Koo, Dong Young
    Shin, Young Joo
    [J]. APPLIED SCIENCES-BASEL, 2015, 5 (04): : 1503 - 1527
  • [8] Smart Metering privacy-preserving techniques in a nutshell
    Souri, Hajer
    Dhraief, Amine
    Tlili, Syrine
    Drira, Khalil
    Belghith, Abdelfettah
    [J]. 5TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT-2014), THE 4TH INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY INFORMATION TECHNOLOGY (SEIT-2014), 2014, 32 : 1087 - 1094
  • [9] MuDA: Multifunctional data aggregation in privacy-preserving smart grid communications
    Le Chen
    Rongxing Lu
    Zhenfu Cao
    Khalid AlHarbi
    Xiaodong Lin
    [J]. Peer-to-Peer Networking and Applications, 2015, 8 : 777 - 792
  • [10] A robust, distributed, and privacy-preserving aggregation scheme for smart grid communications
    Shen, Gang
    Su, Yixin
    Zhang, Danhong
    Zhang, Cheng
    Zhang, Mingwu
    [J]. JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2019, 42 (01) : 54 - 65