A Dynamic Membership Group-Based Multiple-Data Aggregation Scheme for Smart Grid

被引:17
作者
Chen, Yuwen [1 ,2 ]
Martinez-Ortega, Jose-Fernan [3 ]
Lopez, Lourdes [3 ]
Yu, Haiyang [1 ,2 ]
Yang, Zhen [1 ,2 ]
机构
[1] Beijing Univ Technol, Data Min & Secur Lab, Coll Comp Sci, Beijing 10014, Peoples R China
[2] Beijing Univ Technol, Coll Comp Sci, Beijing Key Lab Trusted Comp, Beijing 10014, Peoples R China
[3] Univ Politecn Madrid, Escuela Tecn Super Ingn Sistemas & Telecomun, Dept Ingn Telemat & Elect, Madrid 28031, Spain
基金
中国国家自然科学基金;
关键词
Meters; Cryptography; Data aggregation; Real-time systems; Encryption; Encoding; Data privacy; data security; scalability; smart grids; FAULT-TOLERANCE; PRIVACY; SECURE;
D O I
10.1109/JIOT.2021.3063412
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the smart grid, meters report their real-time electricity consumption data to a utility supplier, and the utility supplier can adjust its supply accordingly. However, adversaries can infer users' privacy behaviors based on publicly transferred real-time electricity consumption data. Data aggregation schemes protect users' privacy from being leaked. We find two major problems are unsolved: 1) meter failure problem and 2) dynamic membership problem. To solve these problems, we designed a dynamic membership group-based multiple-data aggregation scheme. First, a group-based key establishment scheme is proposed, meters are divided into groups, meters in a group build keys to encrypt their data, the meter failure problem is alleviated. If one group has broken meters, the other groups will not be affected. Second, the dynamic join, dynamic leave, and meter replacement techniques are proposed, and the dynamic membership is achieved by allowing meters to update their keys. The simulation results show a meter's computation cost and communication cost are the minima among the related works, which makes the proposed scheme more suitable for the IoT scenario. Besides, we designed a data encoding method and a data retrieve method, we designed two attacks: 1) "bilinear map pairing attack" and 2) "zero attack."
引用
收藏
页码:12360 / 12374
页数:15
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