On preserving user privacy in Smart Grid advanced metering infrastructure applications

被引:35
|
作者
Saputro, Nico [1 ]
Akkaya, Kemal [1 ]
机构
[1] So Illinois Univ, Dept Comp Sci, Carbondale, IL 62901 USA
关键词
SECURE; AGGREGATION;
D O I
10.1002/sec.706
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Advanced metering infrastructure (AMI) enables real-time collection of power consumption data through the Smart Grid communication network. With the current deployment of smart meters (SMs), one of the concerns that started to be raised by the customers is on the privacy of their power consumption data. The exposure of these data can lead to several privacy problems that need to be addressed before the customers can be convinced for the use of SMs. This paper has two contributions. First, it identifies the threats regarding user and data privacy in AMI applications and comprehensively surveys the existing solutions to address these threats. We categorize the existing approaches on privacy and discuss pros and cons of these approaches with respect to some criteria. Second, we pick one of the existing solutions on privacy, namely the homomorphic encryption, and evaluate its feasibility and impact on performance when used in data aggregation for real-time AMI applications. We investigate and compare the performance of homomorphic encryption in terms of data size and end-to-end delay with that of hop-by-hop secure data aggregation and data concatenation within a network of SMs via extensive simulations. We finally conclude the paper with some future privacy issues that are subject to further research. Copyright © 2013 John Wiley & Sons, Ltd. In this paper, we provide a thorough survey and propose a classification of the existing efforts to protect user data privacy. We also investigate and compare the impact of privacy solutions on the performance of AMI applications that utilize data aggregation. The results indicated that the end-to-end latency of end-to-end homomorphic aggregation approach is superior to hop-by-hop concatenation and comparable with hop-by-hop aggregation. However, hop-by-hop aggregation does not provide privacy by itself even though it has the lowest bandwidth requirements. © 2013 John Wiley & Sons, Ltd.
引用
收藏
页码:206 / 220
页数:15
相关论文
共 50 条
  • [1] A survey of privacy preserving schemes in IoE enabled Smart Grid Advanced Metering Infrastructure
    Sanket Desai
    Rabei Alhadad
    Naveen Chilamkurti
    Abdun Mahmood
    [J]. Cluster Computing, 2019, 22 : 43 - 69
  • [2] A survey of privacy preserving schemes in IoE enabled Smart Grid Advanced Metering Infrastructure
    Desai, Sanket
    Alhadad, Rabei
    Chilamkurti, Naveen
    Mahmood, Abdun
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (01): : 43 - 69
  • [3] An Unconditionally Secured Privacy-Preserving Authentication Scheme for Smart Metering Infrastructure in Smart Grid
    Prateek, Kumar
    Maity, Soumyadev
    Amin, Ruhul
    [J]. IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2023, 10 (02): : 1085 - 1095
  • [4] Privacy-Preserving Detection of Power Theft in Smart Grid Change and Transmit (CAT) Advanced Metering Infrastructure
    Abdulaal, Mohammed J.
    Mahmoud, Mohamed M. E. A.
    Bello, Saheed A.
    Khalid, Junaid
    Aljohani, Abdulah Jeza
    Milyani, Ahmad H.
    Abusorrah, Abdullah M.
    Ibrahem, Mohamed I.
    [J]. IEEE ACCESS, 2023, 11 : 68569 - 68587
  • [5] End-User Privacy Protection Scheme from cyber intrusion in smart grid advanced metering infrastructure
    Singh, Neeraj Kumar
    Mahajan, Vasundhara
    [J]. INTERNATIONAL JOURNAL OF CRITICAL INFRASTRUCTURE PROTECTION, 2021, 34
  • [6] Privacy-Preserving Smart Metering with Authentication in a Smart Grid
    Hur, Jun Beom
    Koo, Dong Young
    Shin, Young Joo
    [J]. APPLIED SCIENCES-BASEL, 2015, 5 (04): : 1503 - 1527
  • [7] Lightweight privacy-preserving data aggregation scheme for smart grid metering infrastructure protection
    Baloglu, Ulas Baran
    Demir, Yakup
    [J]. INTERNATIONAL JOURNAL OF CRITICAL INFRASTRUCTURE PROTECTION, 2018, 22 : 16 - 24
  • [8] Anybody Home? Keeping User Presence Privacy for Advanced Metering in Future Smart Grid
    Gong, Shuping
    Li, Husheng
    [J]. 2011 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2011, : 1211 - 1215
  • [9] Encryption as a Service for Smart Grid Advanced Metering Infrastructure
    Hasan, Md. Mahmud
    Mouftah, Hussein T.
    [J]. 2015 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATION (ISCC), 2015, : 216 - 221
  • [10] A Security Protocol for Advanced Metering Infrastructure in Smart Grid
    Ye, Feng
    Qian, Yi
    Hu, Rose Qingyang
    [J]. 2014 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2014), 2014, : 649 - 654