Identification of Intraday False Data Injection Attack on DER Dispatch Signals

Kim, Jip; Bhela, Siddharth; Anderson, James; Zussman, Gil

doi:10.1109/smartgridcomm52983.2022.9960974

Identification of Intraday False Data Injection Attack on DER Dispatch Signals

Conference · 25 October 2022 · 2022 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)

DOI:https://doi.org/10.1109/smartgridcomm52983.2022.9960974· OSTI ID:2229575

Kim, Jip ^[1]; Bhela, Siddharth ^[2]; Anderson, James ^[3]; Zussman, Gil ^[3]

Columbia University,Department of Electrical Engineering,New York,NY,10027; Columbia University
Siemens Technology,Princeton,NJ,08540
Columbia University,Department of Electrical Engineering,New York,NY,10027

The urgent need for the decarbonization of power grids has accelerated the integration of renewable energy. Concurrently, increasing distributed energy resources (DER) and advanced metering infrastructure (AMI) have transformed the power grids into a more sophisticated cyber-physical system with numerous communication devices. While these transitions provide economic and environmental value, they also impose increased risk of cyber attacks and operation al challenges. This paper investigates the vulnerabilit y of the power grids with high renewable penetration against an intraday false data injection (FDI) attack on DER dispatch signals and proposes a kernel support vector regression (SVR) based detection model as a countermeasure. The intraday FDI attack scenario and the detection model are demonstrated in a numerical experiment using the HCE 187-bus test system.

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Research Organization:: Columbia University

Sponsoring Organization:: USDOE Office of Energy Efficiency and Renewable Energy (EERE)

DOE Contract Number:: EE0008769

OSTI ID:: 2229575

Journal Information:: 2022 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Journal Name: 2022 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)

Country of Publication:: United States

Language:: English

References (32)

JuMP: A Modeling Language for Mathematical Optimization Dunning, Iain; Huchette, Joey; Lubin, Miles SIAM Review, Vol. 59, Issue 2 https://doi.org/10.1137/15M1020575	journal	January 2017
Cyber security analysis of state estimators in electric power systems Teixeira, Andre; Amin, Saurabh; Sandberg, Henrik 49th IEEE Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2010.5717318	conference	December 2010
Robust Massively Parallel Dynamic State Estimation of Power Systems Against Cyber-Attack Karimipour, Hadis; Dinavahi, Venkata IEEE Access, Vol. 6 https://doi.org/10.1109/ACCESS.2017.2786584	journal	January 2018
OLTC-Induced False Data Injection Attack on Volt/VAR Optimization in Distribution Systems Choeum, Daranith; Choi, Dae-Hyun IEEE Access, Vol. 7 https://doi.org/10.1109/ACCESS.2019.2904959	journal	January 2019
Spoofing GPS Receiver Clock Offset of Phasor Measurement Units Jiang, Xichen; Zhang, Jiangmeng; Harding, Brian J. IEEE Transactions on Power Systems, Vol. 28, Issue 3 https://doi.org/10.1109/TPWRS.2013.2240706	journal	August 2013
Branch Flow Model: Relaxations and Convexification—Part I Farivar, Masoud; Low, Steven H. IEEE Transactions on Power Systems, Vol. 28, Issue 3, p. 2554-2564 https://doi.org/10.1109/TPWRS.2013.2255317	journal	August 2013
Attack Detection and Identification in Cyber-Physical Systems Pasqualetti, Fabio; Dorfler, Florian; Bullo, Francesco IEEE Transactions on Automatic Control, Vol. 58, Issue 11 https://doi.org/10.1109/TAC.2013.2266831	journal	November 2013
Smart Grid Cyber-Physical Attack and Defense: A Review Zhang, Hang; Liu, Bo; Wu, Hongyu IEEE Access, Vol. 9 https://doi.org/10.1109/ACCESS.2021.3058628	journal	January 2021
Survey of false data injection in smart power grid: Attacks, countermeasures and challenges Aoufi, Souhila; Derhab, Abdelouahid; Guerroumi, Mohamed Journal of Information Security and Applications, Vol. 54 https://doi.org/10.1016/j.jisa.2020.102518	journal	October 2020
Distributed Resilient Filtering for Power Systems Subject to Denial-of-Service Attacks Chen, Wei; Ding, Derui; Dong, Hongli IEEE Transactions on Systems, Man, and Cybernetics: Systems, Vol. 49, Issue 8 https://doi.org/10.1109/TSMC.2019.2905253	journal	August 2019
Model optimizing and feature selecting for support vector regression in time series forecasting He, Wenwu; Wang, Zhizhong; Jiang, Hui Neurocomputing, Vol. 72, Issue 1-3 https://doi.org/10.1016/j.neucom.2007.11.010	journal	December 2008
Comparison Four Kernels of SVR to Predict Consumer Price Index Rohmah, M. F.; Putra, I. K. G. D.; Hartati, R. S. Journal of Physics: Conference Series, Vol. 1737, Issue 1 https://doi.org/10.1088/1742-6596/1737/1/012018	journal	January 2021
Cyber-enabled grids: Shaping future energy systems Pong, Philip W. T.; Annaswamy, Anuradha M.; Kroposki, Benjamin Advances in Applied Energy, Vol. 1 https://doi.org/10.1016/j.adapen.2020.100003	journal	February 2021
False data injection attacks against nonlinear state estimation in smart power grids Rahman, Md Ashfaqur; Mohsenian-Rad, Hamed 2013 IEEE Power & Energy Society General Meeting https://doi.org/10.1109/PESMG.2013.6672638	conference	January 2013
Online Detection of Stealthy False Data Injection Attacks in Power System State Estimation Ashok, Aditya; Govindarasu, Manimaran; Ajjarapu, Venkataramana IEEE Transactions on Smart Grid https://doi.org/10.1109/TSG.2016.2596298	journal	January 2016
An Online Detection Framework for Cyber Attacks on Automatic Generation Control Huang, Tong; Satchidanandan, Bharadwaj; Kumar, P. R. IEEE Transactions on Power Systems, Vol. 33, Issue 6 https://doi.org/10.1109/TPWRS.2018.2829743	journal	November 2018
Short term wind speed prediction based on evolutionary support vector regression algorithms Salcedo-Sanz, Sancho; Ortiz-Garcı´a, Emilio G.; Pérez-Bellido, Ángel M. Expert Systems with Applications, Vol. 38, Issue 4 https://doi.org/10.1016/j.eswa.2010.09.067	journal	April 2011
Short-Term State Forecasting-Aided Method for Detection of Smart Grid General False Data Injection Attacks Zhao, Junbo; Zhang, Gexiang; La Scala, Massimo IEEE Transactions on Smart Grid, Vol. 8, Issue 4 https://doi.org/10.1109/TSG.2015.2492827	journal	July 2017
Detecting false data attacks using machine learning techniques in smart grid: A survey Cui, Lei; Qu, Youyang; Gao, Longxiang Journal of Network and Computer Applications, Vol. 170 https://doi.org/10.1016/j.jnca.2020.102808	journal	November 2020
Vulnerability Assessment of Cybersecurity for SCADA Systems Ten, Chee-Wooi; Liu, Chen-Ching; Manimaran, Govindarasu IEEE Transactions on Power Systems, Vol. 23, Issue 4 https://doi.org/10.1109/TPWRS.2008.2002298	journal	November 2008
Resilience Analysis of DC Microgrids Under Denial of Service Threats Liu, Jianzhe; Lu, Xiaonan; Wang, Jianhui IEEE Transactions on Power Systems, Vol. 34, Issue 4 https://doi.org/10.1109/TPWRS.2019.2897499	journal	July 2019
Power Grid State Estimation Following a Joint Cyber and Physical Attack Soltan, Saleh; Yannakakis, Mihalis; Zussman, Gil IEEE Transactions on Control of Network Systems, Vol. 5, Issue 1 https://doi.org/10.1109/TCNS.2016.2620807	journal	March 2018
A tutorial on support vector regression Smola, Alex J.; Schölkopf, Bernhard Statistics and Computing, Vol. 14, Issue 3 https://doi.org/10.1023/B:STCO.0000035301.49549.88	journal	August 2004
REACT to Cyber Attacks on Power Grids Soltan, Saleh; Yannakakis, Mihalis; Zussman, Gil IEEE Transactions on Network Science and Engineering, Vol. 6, Issue 3 https://doi.org/10.1109/TNSE.2018.2837894	journal	July 2019
A Survey on the Detection Algorithms for False Data Injection Attacks in Smart Grids Musleh, Ahmed S.; Chen, Guo; Dong, Zhao Yang IEEE Transactions on Smart Grid, Vol. 11, Issue 3 https://doi.org/10.1109/TSG.2019.2949998	journal	May 2020
Using support vector machines for time series prediction Thissen, U.; van Brakel, R.; de Weijer, A. P. Chemometrics and Intelligent Laboratory Systems, Vol. 69, Issue 1-2 https://doi.org/10.1016/S0169-7439(03)00111-4	journal	November 2003
Adaptive Multi-Kernel SVM With Spatial–Temporal Correlation for Short-Term Traffic Flow Prediction Feng, Xinxin; Ling, Xianyao; Zheng, Haifeng IEEE Transactions on Intelligent Transportation Systems, Vol. 20, Issue 6 https://doi.org/10.1109/TITS.2018.2854913	journal	June 2019
On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming Wächter, Andreas; Biegler, Lorenz T. Mathematical Programming, Vol. 106, Issue 1 https://doi.org/10.1007/s10107-004-0559-y	journal	April 2005
Developing a Hybrid Intrusion Detection System Using Data Mining for Power Systems Pan, Shengyi; Morris, Thomas; Adhikari, Uttam IEEE Transactions on Smart Grid, Vol. 6, Issue 6 https://doi.org/10.1109/TSG.2015.2409775	journal	November 2015
Detection of Cyber Attacks Against Voltage Control in Distribution Power Grids With PVs Isozaki, Yasunori; Yoshizawa, Shinya; Fujimoto, Yu IEEE Transactions on Smart Grid, Vol. 7, Issue 4 https://doi.org/10.1109/TSG.2015.2427380	journal	July 2016
Bi‐level modelling of false data injection attacks on security constrained optimal power flow Khanna, Kush; Panigrahi, Bijaya Ketan; Joshi, Anupam IET Generation, Transmission & Distribution, Vol. 11, Issue 14 https://doi.org/10.1049/iet-gtd.2017.0226	journal	August 2017
The 2015 Ukraine Blackout: Implications for False Data Injection Attacks Liang, Gaoqi; Weller, Steven R.; Zhao, Junhua IEEE Transactions on Power Systems, Vol. 32, Issue 4 https://doi.org/10.1109/TPWRS.2016.2631891	journal	July 2017

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