An Efficient Privacy-preserving Join-Aggregation Scheme in Smart Grids

被引:0
作者
Zhou, Peng [1 ]
Qi, Weiqiang [1 ]
Sun, Jiasai [1 ]
Xu, Zichao [1 ]
机构
[1] State Grid Zhejiang Elect Power Corp Informat & T, Hangzhou, Peoples R China
来源
2023 IEEE 9TH INTL CONFERENCE ON BIG DATA SECURITY ON CLOUD, BIGDATASECURITY, IEEE INTL CONFERENCE ON HIGH PERFORMANCE AND SMART COMPUTING, HPSC AND IEEE INTL CONFERENCE ON INTELLIGENT DATA AND SECURITY, IDS | 2023年
关键词
Secure multi-party computation; Smart grid; Data aggregation; Homomorphic encryption; Semi-honest Security; ENERGY MINIMIZATION; SECURE; ALGORITHM; SYSTEM;
D O I
10.1109/BigDataSecurity-HPSC-IDS58521.2023.00038
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Data aggregation is a common technique used in the Internet of Things (IoT) to combine fine-grained data from different sources. With increasing demands for data privacy, it has become a hot research topic. How to perform data aggregation without privacy leakage is a challenge. In smart grids, power data often has the characteristics of large volume and high sensitivity, while the limited computing resources of power bureaus can lead to corresponding delays and decreased service quality. This paper proposes an efficient and lightweight privacy-preserving scheme for data aggregation with the background of smart grid data aggregation. The proposed scheme ensures the privacy and security of sensitive data when processing join-aggregation task. The security of the scheme in the semi-honest model is proved using the Real-Ideal paradigm. Finally, the computational and communication costs of the proposed scheme are analyzed and compared, which shows that the total number of homomorphic operations is fewer than that of other related literature. The communication cost of the proposed scheme is four rounds, which is communication friendly.
引用
收藏
页码:169 / 174
页数:6
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