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智能电网中隐私保护的多维多函数数据聚合方案

王圆圆 韩益亮 吴立强 李鱼 姚武军 吴旭光 朱率率

网络与信息安全学报2025,Vol.11Issue(3):163-174,12.
网络与信息安全学报2025,Vol.11Issue(3):163-174,12.DOI:10.11959/j.issn.2096-109x.2025037

智能电网中隐私保护的多维多函数数据聚合方案

Privacy-preserving multi-dimensional multi-function data aggregation scheme in smart grid

王圆圆 1韩益亮 2吴立强 1李鱼 1姚武军 1吴旭光 1朱率率1

作者信息

  • 1. 武警工程大学密码工程学院,陕西 西安 710086
  • 2. 武警工程大学密码工程学院,陕西 西安 710086||武警工程大学反恐指挥信息工程教育部重点实验室,陕西 西安 710086
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摘要

Abstract

In smart grid,fine-grained user data can be effectively leveraged to support grid operation.However,achieving functional analysis of such data,especially its multi-dimensionalization and multi-functional operation,without compromising user privacy has been identified as an urgent problem.Most existing data aggregation schemes were based on the Paillier and BGN encryption systems,which failed to simultaneously address the multi-dimensionalization and multi-functional operation of data.To tackle this issue,a multi-dimensional and multi-functional data aggregation scheme was designed based on semi-homomorphic encryption.This scheme aimed to enable the multi-dimensionalization and multi-functional operation of meter data while protecting user privacy.The mechanism of partial homomorphic encryption was introduced,and blinding factor and hash function techniques were utilized.These enhancements significantly improved data confidentiality and utility.Security analysis indi-cates that the scheme is robust against chosen ciphertext attacks.In terms of computational efficiency,it outper-forms existing schemes based on the Paillier encryption system.

关键词

隐私保护/数据聚合/同态加密/智能电网/多函数运算

Key words

privacy preservation/data aggregation/homomorphic encryption/smart grid/multi-function arithmetic

分类

信息技术与安全科学

引用本文复制引用

王圆圆,韩益亮,吴立强,李鱼,姚武军,吴旭光,朱率率..智能电网中隐私保护的多维多函数数据聚合方案[J].网络与信息安全学报,2025,11(3):163-174,12.

基金项目

国防科技创新计划 The National Defense Technology Innovation Program ()

网络与信息安全学报

2096-109X

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