Privacy-Preserving Energy Trading Using Consortium Blockchain in Smart Grid

被引:387
|
作者
Gai, Keke [1 ]
Wu, Yulu [1 ]
Zhu, Liehuang [1 ]
Qiu, Meikang [2 ]
Shen, Meng [1 ]
机构
[1] Beijing Inst Technol, Sch Comp Sci & Technol, Beijing 100081, Peoples R China
[2] Columbia Univ, Dept Elect Engn, New York, NY 10027 USA
基金
中国国家自然科学基金;
关键词
Consortium blockchain; differential privacy; neighboring energy trading; privacy-preserving; smart grid; ANONYMIZATION;
D O I
10.1109/TII.2019.2893433
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Implementing blockchain techniques has enabled secure smart trading in many realms, e.g. neighboring energy trading. However, trading information recorded on the blockchain also brings privacy concerns. Attackers can utilize data mining algorithms to obtain users' privacy, specially, when the user group is located in nearby geographic positions. In this paper, we present a consortium blockchain-oriented approach to solve the problem of privacy leakage without restricting trading functions. The proposed approach mainly addresses energy trading users' privacy in smart grid and screens the distribution of energy sale of sellers deriving from the fact that various energy trading volumes can be mined to detect its relationships with other information, such as physical location and energy usage. Experiment evaluations have demonstrated the effectiveness of the proposed approach.
引用
收藏
页码:3548 / 3558
页数:11
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