RETRACTED: Smart Grid Security Based on Blockchain with Industrial Fault Detection Using Wireless Sensor Network and Deep Learning Techniques (Retracted Article)

被引:9
|
作者
Kandasamy, Manivel [1 ]
Anto, S. [2 ]
Baranitharan, K. [3 ]
Rastogi, Ravi [4 ]
Satwik, Gunda [5 ]
Sampathkumar, A. [6 ]
机构
[1] Karnavati Univ, UnitedWorld Sch Computat Intelligence, Gandhinagar 382422, Gujarat, India
[2] Vellore Inst Technol, Sch Comp Sci & Engn, Vellore, India
[3] VTU, Alvas Inst Engn & Technol, Dept ECE, Mangalore, Karnataka, India
[4] Koneru Lakshmaiah Educ Fdn, Dept CSE, Vaddeswaram, AP, India
[5] Graph Era Deemed Be Univ, Dept Comp Sci & Engn, Dehra Dun, India
[6] Dambi Dollo Univ, Dept Comp Sci & Engn, Dambi Dollo, Ethiopia
关键词
SCHEME;
D O I
10.1155/2023/3806121
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Low-cost monitoring and automation solutions for smart grids have been made viable by recent advancements in embedded systems and wireless sensor networks (W.S.N.s). A well-designed smart network of subsystems and metasystems known as a "smart grid" is aimed at enhancing the conventional power grid's efficiency and guaranteeing dependable energy delivery. A smart grid (S.G.) requires two-way communication between utility providers and end users in order to accomplish its aims. This research proposes a novel technique in enhancing the smart grid security and industry fault detection using a wireless sensor network with deep learning architectures. The smart grid network security has been enhanced using a blockchain-based smart grid node routing protocol with IoT module. The industrial analysis has been carried out based on monitoring for fault detection in a network using Q-learning-based transfer convolutional network. The experimental analysis has been carried out in terms of bit error rate, end-end delay, throughput rate, spectral efficiency, accuracy, M.A.P., and RMSE. The proposed technique attained bit error rate of 65%, end-end delay of 57%, throughput rate of 97%, spectral efficiency of 93%, accuracy of 95%, M.A.P. of 55%, and RMSE of 75%. This proposed paradigm is advantageous for the operation of smart grids for increased security and industrial fault detection across the network because security is the biggest barrier in smart grid implementation.
引用
收藏
页数:13
相关论文
共 50 条
  • [21] RETRACTED: Learning-based stacking and caching for improving network lifetime in wireless sensor networks (Retracted Article)
    Eljack, Sarah Mustafa
    Mustafa, Mohammed
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2022, 35 (16)
  • [22] RETRACTED: Application of Wireless Sensor Network Data Fusion Technology in Mechanical Fault Diagnosis (Retracted Article)
    Zhao, Xinle
    Shen, Zuhui
    Jing, Zhisheng
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [23] RETRACTED: Small Target Detection Algorithm Based on Transfer Learning and Deep Separable Network (Retracted Article)
    Wang, Peng
    Wang, Haiyan
    Li, Xiaoyan
    Zhang, Lingling
    Di, Ruohai
    Lv, Zhigang
    JOURNAL OF SENSORS, 2021, 2021
  • [24] RETRACTED: Detection and Classification of Colorectal Polyp Using Deep Learning (Retracted Article)
    Tanwar, Sushama
    Vijayalakshmi, S.
    Sabharwal, Munish
    Kaur, Manjit
    AlZubi, Ahmad Ali
    Lee, Heung-No
    BIOMED RESEARCH INTERNATIONAL, 2022, 2022
  • [25] RETRACTED: Detection of Breast Cancer Using Histopathological Image Classification Dataset with Deep Learning Techniques (Retracted Article)
    Reshma, V. K.
    Arya, Nancy
    Ahmad, Sayed Sayeed
    Wattar, Ihab
    Mekala, Sreenivas
    Joshi, Shubham
    Krah, Daniel
    BIOMED RESEARCH INTERNATIONAL, 2022, 2022
  • [26] RETRACTED: A Grid-based clustering Routing Protocol for Wireless Sensor Networks based on GROUP (Retracted Article)
    Xiao, Rong
    Wang, Neng
    2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11
  • [27] RETRACTED: A Diagnostic Model of Volleyball Techniques and Tactics Based on Wireless Communication Network (Retracted Article)
    Yuan, Zhigang
    Zhang, Yongkui
    Li, Bo
    Jin, Xinlong
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2022, 2022
  • [28] RETRACTED: Performance Evaluation of Badminton Trajectory Error Based on Wireless Sensor Network (Retracted Article)
    Bai, YinHui
    Li, HuiFeng
    Guan, XiangWei
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2022, 2022
  • [29] RETRACTED: Energy Saving of Wireless Sensor Network Based on Topology Control Algorithm (Retracted Article)
    Zhao, Hui
    Guo, Lina
    IEEE ACCESS, 2019, 7 : 85525 - 85535
  • [30] RETRACTED: Recognition, Processing, and Detection of Sensor Fault Signal Based on Genetic Algorithm (Retracted Article)
    Wang, Wei
    JOURNAL OF SENSORS, 2022, 2022