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Privacy-Preserving Multidimensional Data Aggregation Scheme Without Trusted Authority in Smart Grid

机译:智能电网中没有可信权限的隐私保留多维数据聚合方案

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摘要

Privacy-preserving multidimensional data aggregation is a significant basic building block for protecting the users' privacy in smart grid, and it can not only expand the applications of data aggregation but also fulfill the demands of the fine-grained analysis of multidimensional data. However, traditional multidimensional data aggregation schemes depend on the trusted authority and cannot resist the coalition attack from the gateway (GW) and the control center (CC), which may cause the users' fears about privacy violations. Therefore, this article proposes a privacy-preserving multidimensional data aggregation scheme without trusted authority in smart grid based on the ElGamal homomorphic cryptosystem with distributed decryption, which can resist the coalition attack from the GW and the CC. What is more, the proposed scheme does not depend on the trusted authority which is not fully trusted in the real world. The detailed security analysis indicates that our scheme can satisfy the security requirement of smart grid. The performance analysis shows that the proposed scheme achieves the lowest computation and communication costs in data encryption phase and data aggregation phase, thus it is appropriate for many practical applications.
机译:保留隐私多维数据聚合是一种重要的基本构建块,用于保护智能电网中的用户隐私,它不仅可以扩展数据聚集的应用,而且还满足了多维数据的细粒度分析的需求。然而,传统的多维数据聚合方案取决于可信任的权限,无法抵抗网关(GW)和控制中心(CC)的联盟攻击,这可能导致用户对隐私违规的恐惧。因此,本文提出了一种隐私保留的多维数据聚集方案,而基于具有分布式解密的Elgamal同态密码系统,没有可信电网的可信任权限,这可以抵抗GW和CC的联盟攻击。更重要的是,拟议计划并不依赖于在现实世界中不完全信任的可信任的权力。详细安全分析表明我们的方案可以满足智能电网的安全要求。性能分析表明,该方案在数据加密阶段和数据聚合阶段实现了最低的计算和通信成本,因此适用于许多实际应用。

著录项

  • 来源
    《IEEE systems journal》 |2021年第1期|395-406|共12页
  • 作者单位

    Beijing Univ Posts & Telecommun State Key Lab Networking & Switching Technol Informat Secur Ctr Beijing 100876 Peoples R China|Beijing Univ Posts & Telecommun Natl Engn Lab Disaster Backup & Recovery Beijing 100876 Peoples R China;

    Beijing Univ Posts & Telecommun State Key Lab Networking & Switching Technol Informat Secur Ctr Beijing 100876 Peoples R China|Beijing Univ Posts & Telecommun Natl Engn Lab Disaster Backup & Recovery Beijing 100876 Peoples R China;

    Beijing Univ Posts & Telecommun State Key Lab Networking & Switching Technol Informat Secur Ctr Beijing 100876 Peoples R China|Beijing Univ Posts & Telecommun Natl Engn Lab Disaster Backup & Recovery Beijing 100876 Peoples R China;

    Beijing Univ Posts & Telecommun State Key Lab Networking & Switching Technol Informat Secur Ctr Beijing 100876 Peoples R China|Beijing Univ Posts & Telecommun Natl Engn Lab Disaster Backup & Recovery Beijing 100876 Peoples R China;

    Beijing Univ Posts & Telecommun State Key Lab Networking & Switching Technol Informat Secur Ctr Beijing 100876 Peoples R China|Beijing Univ Posts & Telecommun Natl Engn Lab Disaster Backup & Recovery Beijing 100876 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Data aggregation; Smart grids; Power demand; Data privacy; Cryptography; Resistance; Data aggregation; homomorphic encryption; privacy preserving; smart grid;

    机译:数据聚合;智能电网;电力需求;数据隐私;加密;抵抗;数据聚集;均匀加密;隐私保留;智能网格;

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