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
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