LPPDA: A Light-Weight Privacy-Preserving Data Aggregation Protocol for Smart Grids

被引:0
|
作者
Kamal, Naheel Faisal [1 ,2 ]
Al-Ali, Abdulla Khalid [3 ]
Al-Ali, Abdulaziz [4 ]
Bayhan, Sertac [5 ]
Malluhi, Qutaibah M. [3 ]
机构
[1] Texas A&M Univ Qatar, Qatar Fdn, Dept Elect & Comp Engn, Doha, Qatar
[2] Texas A&M Univ, Elect & Comp Engn Dept, College Stn, TX 77843 USA
[3] Qatar Univ, Dept Comp Sci & Engn, Doha, Qatar
[4] Qatar Univ, KINDI Ctr Comp Res, Doha, Qatar
[5] HBKU, Qatar Fdn, Qatar Environm & Energy Res Inst QEERI, Doha, Qatar
关键词
Privacy; security; smart meters; electric vehicle charging; DIFFERENTIAL PRIVACY; SCHEME;
D O I
10.1109/ACCESS.2023.3311140
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Smart meters are continuously being deployed in several countries as a step in the direction of modernizing the power grid. Smart meters allow for automatic electricity consumption reporting to energy providers to facilitate billing and demand-based power generation. However, research has shown that such high resolution reporting to suppliers can potentially be used to invade consumers' privacy; by identifying and predicting their behavior based on their consumption readings. This work presents a new protocol to preserve users' privacy while maintaining the benefits of smart grids. The proposed method utilizes different techniques like randomization, masking, and differential privacy to build the scheme. The proposed method is shown to be more efficient compared to previous work in terms of performance and communication overhead. The implementation, simulation, and analysis are performed on datasets of real smart meters readings of households and electric vehicle chargers.
引用
收藏
页码:95358 / 95367
页数:10
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