LPM2DA: a lattice-based privacy-preserving multi-functional and multi-dimensional data aggregation scheme for smart grid

被引:16
作者
Darzi, Saleh [1 ]
Akhbari, Bahareh [1 ]
Khodaiemehr, Hassan [2 ,3 ]
机构
[1] KN Toosi Univ Technol, Fac Elect Engn, POB 16315-1355, Tehran, Iran
[2] KN Toosi Univ Technol, Fac Math, POB 16765-3381, Tehran, Iran
[3] Inst Res Fundamental Sci IPM, Sch Math, POB 19395-5746, Tehran, Iran
来源
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS | 2022年 / 25卷 / 01期
关键词
Privacy-preserving; Lattice-based homomorphic encryption; Chinese remainder theorem; Integrity and authentication; Multi-functional; Smart grid;
D O I
10.1007/s10586-021-03387-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The smart grid provides efficient transmission of energy and data. However, the frequent gathering of users' consumption data discloses users' privacy. Plenty of data aggregation schemes have been introduced to preserve the privacy of users' private information. Unfortunately, with the advent of quantum machines, most of these schemes will be rendered vulnerable and insecure. Hence, to preserve privacy and provide other security services like integrity and authentication in smart grid, we attempt to introduce a secure scheme based on lattice-based cryptography named LPM2DA: a lattice-based privacy-preserving multi-functional and multi-dimensional data aggregation scheme. The proposed scheme enables the control center to acquire temporal and spatial aggregation of multi-dimensional data in a privacy-preserving manner. Also, it empowers the control center to calculate different statistical functions such as mean, variance, and skewness on users' multi-dimensional data. Eventually, through analytical evaluation, we illustrate the efficiency of the proposed scheme.
引用
收藏
页码:263 / 278
页数:16
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