李世明,卢建刚,郭文鑫,余志文,赵瑞锋,曾凯文.差分隐私数字电网调度运行数据研究[J].电测与仪表,2025,62(8):68-74. LI Shiming,LU Jiangang,GUO Wenxin,YU Zhiwen,ZHAO Ruifeng,ZENG Kaiwen.Research on smart grid dispatching operation data with differential privacy[J].Electrical Measurement & Instrumentation,2025,62(8):68-74.
差分隐私数字电网调度运行数据研究
Research on smart grid dispatching operation data with differential privacy
Aiming at the problem of user privacy leakage caused by data analysis on power dispatching operation data, this paper proposes a differential privacy analysis method for the power consumption pattern of users. We use K-means clustering method on the original time series data to obtain the optimal number of the power consumption patterns of users. We propose a differential privacy clustering analysis method, which adds Laplacian noise when generating clusters and calculating the centroid within clusters, and then, de-noises the centroid data within clusters by smoothing function to improve the data availability. The algorithm is tested on real dataset REDD. The experimental results show that the proposed algorithm not only achieves privacy protection, but also improves the availability of privacy data when analyzing the operation data of power dispatching.
