Data Security Defense: Modeling and Detection of Synchrophasor Data Spoofing Attack for Grid Edge

Qiu, Wei; Yin, He; Wu, Yuru; Zeng, Chujie; Chen, Chang; Dong, Yuqing; Liu, Yilu

doi:10.1109/isgt59692.2024.10454172

Data Security Defense: Modeling and Detection of Synchrophasor Data Spoofing Attack for Grid Edge

Journal Article · Mon Feb 19 00:00:00 EST 2024 · Innovative Smart Grid Technologies (ISGT) (Online)

DOI:https://doi.org/10.1109/isgt59692.2024.10454172· OSTI ID:2447242

Qiu, Wei ^[1]; Yin, He ^[1]; Wu, Yuru ^[1]; Zeng, Chujie ^[1]; Chen, Chang ^[1]; Dong, Yuqing ^[1]; Liu, Yilu ^[2]

Univ. of Tennessee, Knoxville, TN (United States)
Univ. of Tennessee, Knoxville, TN (United States); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Data security and cyberattack have become critical issues in the distributed power system where adversaries can swap the source information of sensors or even spoof and alter measurements. However, the cyber security of the power system is challenged by the unpredictability and stealth of the spoofing attacks. Here, to protect the data security at the grid edge, this paper developed a synchrophasor data spoofing attack detection framework based on the time-frequency feature extraction techniques including the short-time Fourier transform (STFT) and object detection network for real-time synchrophasor data categorization and spoofing attack localization. The proposed approach outperforms earlier work in terms of spoofing attack detection and offers a vital localization function employing distributed synchrophasor sensors.

View Accepted Manuscript (DOE)

Research Organization:: Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE

Grant/Contract Number:: AC05-00OR22725

OSTI ID:: 2447242

Journal Information:: Innovative Smart Grid Technologies (ISGT) (Online), Journal Name: Innovative Smart Grid Technologies (ISGT) (Online) Vol. 2024; ISSN 2472-8152

Publisher:: IEEECopyright Statement

Country of Publication:: United States

Language:: English

References (15)

Cyber—Physical Power System (CPPS): A review on measures and optimization methods of system resilience Wu, Gongyu; Li, Zhaojun S. Frontiers of Engineering Management, Vol. 8, Issue 4 https://doi.org/10.1007/s42524-021-0163-3	journal	June 2021
Wind power prediction based on EEMD-Tent-SSA-LS-SVM Li, Zheng; Luo, Xiaorui; Liu, Mengjie Energy Reports, Vol. 8 https://doi.org/10.1016/j.egyr.2022.02.150	journal	November 2022
Source Location Identification of Distribution-Level Electric Network Frequency Signals at Multiple Geographic Scales Yao, Wenxuan; Zhao, Jiecheng; Till, Micah J. IEEE Access, Vol. 5 https://doi.org/10.1109/ACCESS.2017.2707060	journal	January 2017
Towards resilient supervisors against sensor deception attacks Meira-Goes, Romulo; Marchand, Herve; Lafortune, Stephane 2019 IEEE 58th Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC40024.2019.9029737	conference	December 2019
A Moving Target Defense Strategy Against FDIA Based on Flexible Switching of Spare Lines He, Quanpeng; Wang, Qi; Wu, Zhong 2022 IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia) https://doi.org/10.1109/ICPSAsia55496.2022.9949903	conference	July 2022
A Review on Cyber Security and Anomaly Detection Perspectives of Smart Grid Ravinder, M.; Kulkarni, Vikram 2023 5th International Conference on Smart Systems and Inventive Technology (ICSSIT) https://doi.org/10.1109/ICSSIT55814.2023.10060871	conference	January 2023
Cyber-Power Co-Simulation for End-to-End Synchrophasor Network Analysis and Applications Mustafa, Hussain M.; Wang, Dexin; Sajan, K. S. 2021 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm) https://doi.org/10.1109/SmartGridComm51999.2021.9632286	conference	October 2021
Spatio-Temporal Characterization of Synchrophasor Data Against Spoofing Attacks in Smart Grids Cui, Yi; Bai, Feifei; Liu, Yilu IEEE Transactions on Smart Grid, Vol. 10, Issue 5 https://doi.org/10.1109/TSG.2019.2891852	journal	September 2019
Multi-View Convolutional Neural Network for Data Spoofing Cyber-Attack Detection in Distribution Synchrophasors Qiu, Wei; Tang, Qiu; Wang, Yajun IEEE Transactions on Smart Grid, Vol. 11, Issue 4 https://doi.org/10.1109/TSG.2020.2971148	journal	July 2020
Model-Free Data Authentication for Cyber Security in Power Systems Liu, Shengyuan; You, Shutang; Yin, He IEEE Transactions on Smart Grid, Vol. 11, Issue 5 https://doi.org/10.1109/TSG.2020.2986704	journal	September 2020
Detecting False Data Injection Attacks in Smart Grids: A Semi-Supervised Deep Learning Approach Zhang, Ying; Wang, Jianhui; Chen, Bo IEEE Transactions on Smart Grid, Vol. 12, Issue 1 https://doi.org/10.1109/TSG.2020.3010510	journal	January 2021
Multifractal Characterization of Distribution Synchrophasors for Cybersecurity Defense of Smart Grids Cui, Yi; Bai, Feifei; Yan, Ruifeng IEEE Transactions on Smart Grid, Vol. 13, Issue 2 https://doi.org/10.1109/TSG.2021.3132536	journal	March 2022
Detection of False Data Injection Attacks in Smart Grid: A Secure Federated Deep Learning Approach Li, Yang; Wei, Xinhao; Li, Yuanzheng IEEE Transactions on Smart Grid, Vol. 13, Issue 6 https://doi.org/10.1109/TSG.2022.3204796	journal	November 2022
Multiscale Adaptive Multifractal Detrended Fluctuation Analysis-Based Source Identification of Synchrophasor Data Cui, Yi; Bai, Feifei; Yin, Hongzhi IEEE Transactions on Smart Grid, Vol. 13, Issue 6 https://doi.org/10.1109/TSG.2022.3207066	journal	November 2022
Comparing YOLOv3, YOLOv4 and YOLOv5 for Autonomous Landing Spot Detection in Faulty UAVs Nepal, Upesh; Eslamiat, Hossein Sensors, Vol. 22, Issue 2 https://doi.org/10.3390/s22020464	journal	January 2022

Similar Records

Spatio-Temporal Characterization of Synchrophasor Data Against Spoofing Attacks in Smart Grids

Journal Article · Tue Jan 08 19:00:00 EST 2019 · IEEE Transactions on Smart Grid · OSTI ID:1564165

Multifractal Characterization of Distribution Synchrophasors for Cybersecurity Defense of Smart Grids

Journal Article · Thu Dec 02 19:00:00 EST 2021 · IEEE Transactions on Smart Grid · OSTI ID:1960686

Cyber Spoofing Detection for Grid Distributed Synchrophasor Using Dynamic dual-Kernel SVM

Journal Article · Wed Nov 18 19:00:00 EST 2020 · IEEE Transactions on Smart Grid · OSTI ID:1767849

Related Subjects

24 POWER TRANSMISSION AND DISTRIBUTION
97 MATHEMATICS AND COMPUTING
data security defense
grid edge
spoofing attack
synchrophasor data
time-frequency domain

Data Security Defense: Modeling and Detection of Synchrophasor Data Spoofing Attack for Grid Edge

Citation Formats

References (15)

Similar Records

Related Subjects