ArMor: A Data Analytics Scheme to identify malicious behaviors on Blockchain-based Smart Grid System

被引:17
|
作者
Kumari, Aparna [1 ]
Patel, Mohil Maheshkumar [1 ]
Shukla, Arpit [1 ]
Tanwar, Sudeep [1 ]
Kumar, Neeraj [2 ]
Rodrigues, Joel J. P. C. [3 ]
机构
[1] Nirma Univ, Inst Technol, Dept Comp Sci & Engn, Ahmadabad, Gujarat, India
[2] Deemed Univ, Thapar Inst Engn & Technol, Patiala, Punjab, India
[3] Fed Univ Piau UFPI, Teresina, PI, Brazil
关键词
Attacks Detection; ARIMA; Data Analytics; Smart Contract; Smart Grid; Blockchain;
D O I
10.1109/GLOBECOM42002.2020.9348061
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The next-generation energy system, i.e., Smart Grid (SG), empowers the real-time transfer of information using advanced metering infrastructure (AMI) and smart meter (SM) between end-consumers and grid. It accelerates various services such as automatic meter reading, time-of-use (TOU) pricing, demand-response management, and many more. Though it has growing security and privacy concerns and the detection of malicious activity is a critical security task that sacrifices the overall Quality-of-Service (QoS) of SG and Quality-of-Experience (QoE) for customers. To address the aforementioned issues, we propose a data analytics Scheme ArMor for malicious activity detection on the blockchain (BC)-based SG system. The ArMor detects data integrity issues in real-time like false data injection attack and SM failure. Here, we proposed a unique ARIMA-based malicious activity detection model and classified the customer. Then, we proposed a Smart Contract (SC)-based incentive mechanism for utility providers handling the malicious activity at their end. It prevents the entry of malicious data into the SG system as transactional data once stored in BC, it is secured using SC. The obtained results are compared against parameters like prediction accuracy, latency, and data storage cost compared to the state-of-the-art approaches to designate the efficacy of the proposed scheme.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Blockchain-based smart payment scheme of power infrastructure funds
    Wu, Wei
    He, Hongjie
    Chu, Zhenyue
    Liu, Yi
    Shi, Liang
    Gu, Mingqing
    Zhang, Tianhan
    Lin, Zhenzhi
    Yang, Li
    [J]. ENERGY REPORTS, 2021, 7 : 725 - 733
  • [42] Smart Grid Aggregation Billing Scheme Based on Blockchain
    Chen, Xiuqiang
    Wang, Feng
    Huang, Zhongming
    Chen, Yeh-Cheng
    [J]. Journal of Network Intelligence, 2022, 7 (04): : 878 - 893
  • [43] EdgeTC - a PBFT blockchain-based ETC scheme for smart cities
    Wei-Yang Chiu
    Weizhi Meng
    [J]. Peer-to-Peer Networking and Applications, 2021, 14 : 2874 - 2886
  • [44] A Blockchain-Based Privacy-Preserving Scheme for Smart Grids
    Chen, Xin
    Shen, Jiachen
    Cao, Zhenfu
    Dong, Xiaolei
    [J]. 2020 2ND INTERNATIONAL CONFERENCE ON BLOCKCHAIN TECHNOLOGY (ICBCT 2020), 2020, : 120 - 124
  • [45] BSAS: blockchain-based shareable authentication scheme for smart healthcare
    Rani, Divya
    Tripathi, Sachin
    Tomar, Ashish
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2024, 27 (06): : 7955 - 7979
  • [46] BTS: A Blockchain-Based Trust System to Deter Malicious Data Reporting in Intelligent Internet of Things
    Li, Ting
    Liu, Wei
    Liu, Anfeng
    Dong, Mianxiong
    Ota, Kaoru
    Xiong, Neal N.
    Li, Qiang
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (22) : 22327 - 22342
  • [47] Study on Smart Automated Sales System with Blockchain-Based Data Storage and Management
    Yoo, Minjae
    Won, Yoojae
    [J]. ADVANCES IN COMPUTER SCIENCE AND UBIQUITOUS COMPUTING, 2018, 474 : 734 - 740
  • [48] Blockchain-based Data Sharing System for Sensing-as-a-Service in Smart Cities
    Lin, Chao
    He, Debiao
    Zeadally, Sherali
    Huang, Xinyi
    Liu, Zhe
    [J]. ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2021, 21 (02)
  • [49] A Blockchain-based approach to securing data in smart agriculture
    Mancer, M'hamed
    Terrissa, Labib Sadek
    Ayad, Soheyb
    Laouz, Hamed
    [J]. 2022 INTERNATIONAL SYMPOSIUM ON INNOVATIVE INFORMATICS OF BISKRA, ISNIB, 2022, : 171 - 175
  • [50] Blockchain-Based Public Auditing Scheme for Shared Data
    Wang, Han
    Wang, Xu An
    Xiao, Shuai
    Zhou, Zichen
    [J]. INNOVATIVE MOBILE AND INTERNET SERVICES IN UBIQUITOUS COMPUTING, IMIS-2019, 2020, 994 : 197 - 206