Robust Distribution State Estimation for Reliable Locational Marginal Pricing under Cyber-Attacks

Miles, Andrew G.; Chakhchoukh, Yacine; Alam, S. M. Shafiul

doi:10.1109/tpwrs.2023.3325219

Robust Distribution State Estimation for Reliable Locational Marginal Pricing under Cyber-Attacks

Journal Article · Tue Oct 17 00:00:00 EDT 2023 · IEEE Transactions on Power Systems

DOI:https://doi.org/10.1109/tpwrs.2023.3325219· OSTI ID:2205209

Miles, Andrew G. ^[1]; Chakhchoukh, Yacine ^[2]; ^[3]

University of Alaska, Fairbanks, AK (United States)
University of Idaho, Moscow, ID (United States)
Idaho National Laboratory (INL), Idaho Falls, ID (United States)

Here this paper examines the impact of false data injection (FDI) cyber-attacks on distribution system state estimation (DSSE) and the resulting distribution locational marginal price (DLMP) in power markets. Two robust high-breakdown regression estimators, namely S- and MM- estimators, are implemented to provide resistance against FDI attacks targeting measurements and grid topology, creating leverage points. The introduced estimators are compared to the weighted least squares (WLS) with a bad data detection and rejection module (BDD) and the robust Huber M-estimator. The proposed estimators are shown to be effective and compare favorably to both existing Huber M- and the WLS with BDD in the presence of topology FDI attacks. Both the S- and MM-estimators provide good performance in the case of clean and corrupted measurements. Their performance is comparable in this case to the Huber M- and the WLS, followed by a BDD module. The simulation considered a modified distribution IEEE 13 and 34-bus systems where the impact of FDI attack scenarios is shown on the state and the DLMP pricing in the presence of distributed Generation.

View Accepted Manuscript (DOE)

Research Organization:: Idaho National Laboratory (INL), Idaho Falls, ID (United States)

Sponsoring Organization:: USDOE

Grant/Contract Number:: AC07-05ID14517

OSTI ID:: 2205209

Report Number(s):: INL/JOU--23-71060-Revision-0

Journal Information:: IEEE Transactions on Power Systems, Journal Name: IEEE Transactions on Power Systems Journal Issue: - Vol. -; ISSN 0885-8950

Publisher:: IEEECopyright Statement

Country of Publication:: United States

Language:: English

References (51)

Multiple gross errors detection, identification and correction in three-phase distribution systems WLS state estimation: A per-phase measurement error approach Bretas, A. S.; Bretas, N. G.; Braunstein, S. H. Electric Power Systems Research, Vol. 151 https://doi.org/10.1016/j.epsr.2017.05.021	journal	October 2017
Detection of measurements errors with a distribution network state estimation function Chilard, O.; Grenard, S. 22nd International Conference and Exhibition on Electricity Distribution (CIRED 2013) https://doi.org/10.1049/cp.2013.0897	conference	January 2013
A combined survey on distribution system state estimation and false data injection in cyber‐physical power distribution networks Bhattar, Poornachandratejasvi Laxman; Pindoriya, Naran M.; Sharma, Anurag IET Cyber-Physical Systems: Theory & Applications, Vol. 6, Issue 2 https://doi.org/10.1049/cps2.12000	journal	March 2021
Cyber attacks in smart grid – dynamic impacts, analyses and recommendations Amin, B. M. Ruhul; Taghizadeh, Seyedfoad; Rahman, Md. Shihanur IET Cyber-Physical Systems: Theory & Applications, Vol. 5, Issue 4 https://doi.org/10.1049/iet-cps.2019.0103	journal	October 2020
Choice of estimator for distribution system state estimation Jabr, R. A.; Pal, B. C.; Singh, R. IET Generation, Transmission & Distribution, Vol. 3, Issue 7 https://doi.org/10.1049/iet-gtd.2008.0485	journal	July 2009
Inclusion of PMU current phasor measurements in a power system state estimator Chakrabarti, S.; Kyriakides, E.; Ledwich, G. IET Generation, Transmission & Distribution, Vol. 4, Issue 10 https://doi.org/10.1049/iet-gtd.2009.0398	journal	January 2010
State estimation for distribution systems with zero-injection constraints No authors listed IEEE Transactions on Power Systems, Vol. 11, Issue 1 https://doi.org/10.1109/59.486142	journal	January 1996
Robust state estimation based on projection statistics [of power systems] Mili, L.; Cheniae, M. G.; Vichare, N. S. IEEE Transactions on Power Systems, Vol. 11, Issue 2 https://doi.org/10.1109/59.496203	journal	May 1996
Robust state estimation of electric power systems Mili, L.; Cheniae, M. G.; Rousseeuw, P. J. IEEE Transactions on Circuits and Systems I: Fundamental Theory and Applications, Vol. 41, Issue 5 https://doi.org/10.1109/81.296336	journal	May 1994
Hybrid State Estimation for Distribution Systems With AMI and SCADA Measurements Huang, Manyun; Wei, Zhinong; Sun, Guoqiang IEEE Access, Vol. 7 https://doi.org/10.1109/access.2019.2937096	journal	January 2019
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
Active distribution system state estimation considering the characteristics of DGs Yang, Xiong; Li, Qiang; Yuan, Xiaodong 2015 5th International Conference on Electric Utility Deregulation and Restructuring and Power Technologies (DRPT) https://doi.org/10.1109/drpt.2015.7432705	conference	November 2015
Modeling of photovoltaic and wind turbine based distributed generation in state estimation Rankovic, Aleksandar; Saric, Andrija T. 2012 15th International Power Electronics and Motion Control Conference (EPE/PEMC) https://doi.org/10.1109/epepemc.2012.6397410	conference	September 2012
WLAV based state estimation of power system using pseudo-voltage measurements Rakpenthai, Chawasak; Uatrongjit, Sermsak 2014 International Electrical Engineering Congress (iEECON) https://doi.org/10.1109/ieecon.2014.6925973	conference	March 2014
Detection of false data attacks in smart grid with supervised learning Yan, Jun; Tang, Bo; He, Haibo 2016 International Joint Conference on Neural Networks (IJCNN) https://doi.org/10.1109/ijcnn.2016.7727361	conference	July 2016
Optimal PMU Placement for the Distribution System Based on Genetic-Tabu Search Algorithm Xu, Quan; Yu, Li; Wang, Yuting 2019 IEEE Innovative Smart Grid Technologies - Asia (ISGT Asia) https://doi.org/10.1109/isgt-asia.2019.8881465	conference	May 2019
Robust Medium-Voltage Distribution System State Estimation using Multi-Source Data Zhao, Junbo; Huang, Can; Mili, Lamine 2020 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) https://doi.org/10.1109/isgt45199.2020.9087787	conference	February 2020
Distribution system state estimation using unsynchronized phasor measurements Janssen, Pierre; Sezi, Tevfik; Maun, Jean-Claude 2012 3rd IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe) https://doi.org/10.1109/isgteurope.2012.6465798	conference	October 2012
Mining Smart Meter Data to Enhance Distribution Grid Observability for Behind-the-Meter Load Control: Significantly improving system situational awareness and providing valuable insights Yuan, Yuxuan; Wang, Zhaoyu IEEE Electrification Magazine, Vol. 9, Issue 3 https://doi.org/10.1109/mele.2021.3093636	journal	September 2021
Robust Estimation in Signal Processing: A Tutorial-Style Treatment of Fundamental Concepts Zoubir, A. M.; Koivunen, V.; Chakhchoukh, Y. IEEE Signal Processing Magazine, Vol. 29, Issue 4 https://doi.org/10.1109/msp.2012.2183773	journal	July 2012
State Estimation in Electric Power Grids: Meeting New Challenges Presented by the Requirements of the Future Grid Huang, Yih-Fang; Werner, Stefan; Huang, Jing IEEE Signal Processing Magazine, Vol. 29, Issue 5 https://doi.org/10.1109/msp.2012.2187037	journal	September 2012
Power flow study and voltage stability analysis for distribution systems with distributed generation No authors listed 2006 IEEE Power Engineering Society General Meeting https://doi.org/10.1109/pes.2006.1709198	conference	January 2006
Observability, redundancy and gross error processing in state estimation using SCADA and synchronized phasor measurements Fantin, C. A.; Massignan, J. A. D.; Castillo, M. R. 2015 IEEE Eindhoven PowerTech https://doi.org/10.1109/ptc.2015.7232434	conference	June 2015
Detection of Faults and Attacks Including False Data Injection Attack in Smart Grid Using Kalman Filter Manandhar, Kebina; Cao, Xiaojun; Hu, Fei IEEE Transactions on Control of Network Systems, Vol. 1, Issue 4 https://doi.org/10.1109/tcns.2014.2357531	journal	December 2014
Secure State Estimation Under Sparse Sensor Attacks Via Saturating Adaptive Technique Lu, An-Yang; Yang, Guang-Hong IEEE Transactions on Control of Network Systems, Vol. 10, Issue 4 https://doi.org/10.1109/tcns.2023.3247562	journal	December 2023
Distribution System State Estimation: A Primer for Application Based Research Melhorn, Alexander C.; Heine, Nick; Deaver, Brian 2020 IEEE PES Transmission & Distribution Conference and Exhibition - Latin America (T&D LA) https://doi.org/10.1109/tdla47668.2020.9326193	conference	September 2020
Profit-Oriented False Data Injection on Electricity Market: Reviews, Analyses, and Insights Zhang, Qiwei; Li, Fangxing; Shi, Qingxin IEEE Transactions on Industrial Informatics, Vol. 17, Issue 9 https://doi.org/10.1109/tii.2020.3036104	journal	September 2021
A Scalable Data-Driven Monitoring Approach for Distribution Systems Ferdowsi, Mohsen; Benigni, Andrea; Lowen, Artur IEEE Transactions on Instrumentation and Measurement, Vol. 64, Issue 5 https://doi.org/10.1109/tim.2015.2398991	journal	May 2015
Bad Data Suppression in Power System Static State Estimation Merrill, Hyde; Schweppe, Fred IEEE Transactions on Power Apparatus and Systems, Vol. PAS-90, Issue 6 https://doi.org/10.1109/tpas.1971.292925	journal	November 1971
Placement of PMUs to Enable Bad Data Detection in State Estimation Chen, J.; Abur, A. IEEE Transactions on Power Systems, Vol. 21, Issue 4 https://doi.org/10.1109/tpwrs.2006.881149	journal	November 2006
A Linear State Estimation Formulation for Smart Distribution Systems Haughton, Daniel A.; Heydt, Gerald Thomas IEEE Transactions on Power Systems, Vol. 28, Issue 2, p. 1187-1195 https://doi.org/10.1109/tpwrs.2012.2212921	journal	September 2012
A robust state estimator for medium voltage distribution networks Wu, Jianzhong; He, Yan; Jenkins, Nick IEEE Transactions on Power Systems, Vol. 28, Issue 2 https://doi.org/10.1109/tpwrs.2012.2215927	journal	May 2013
False Data Injection Attacks Induced Sequential Outages in Power Systems Che, Liang; Liu, Xuan; Li, Zuyi IEEE Transactions on Power Systems, Vol. 34, Issue 2 https://doi.org/10.1109/tpwrs.2018.2871345	journal	March 2019
Diagnosis of Outliers and Cyber Attacks in Dynamic PMU-Based Power State Estimation Chakhchoukh, Yacine; Lei, Hangtian; Johnson, Brian K. IEEE Transactions on Power Systems, Vol. 35, Issue 2 https://doi.org/10.1109/tpwrs.2019.2939192	journal	March 2020
Simultaneous Robust State Estimation, Topology Error Processing, and Outage Detection for Unbalanced Distribution Systems Soltani, Zahra; Ma, Shanshan; Khorsand, Mojdeh IEEE Transactions on Power Systems, Vol. 38, Issue 3 https://doi.org/10.1109/tpwrs.2022.3181118	journal	May 2023
The Next Generation of Power Distribution Systems Heydt, G. T. IEEE Transactions on Smart Grid, Vol. 1, Issue 3 https://doi.org/10.1109/tsg.2010.2080328	journal	December 2010
LAV Based Robust State Estimation for Systems Measured by PMUs Gol, Murat; Abur, Ali IEEE Transactions on Smart Grid, Vol. 5, Issue 4 https://doi.org/10.1109/tsg.2014.2302213	journal	July 2014
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
Robust Data-Driven State Estimation for Smart Grid Weng, Yang; Negi, Rohit; Faloutsos, Christos IEEE Transactions on Smart Grid, Vol. 8, Issue 4 https://doi.org/10.1109/tsg.2015.2512925	journal	July 2017
Cyber Risk Analysis of Combined Data Attacks Against Power System State Estimation Pan, Kaikai; Teixeira, Andre; Cvetkovic, Milos IEEE Transactions on Smart Grid, Vol. 10, Issue 3 https://doi.org/10.1109/tsg.2018.2817387	journal	May 2019
A Survey on State Estimation Techniques and Challenges in Smart Distribution Systems Dehghanpour, Kaveh; Wang, Zhaoyu; Wang, Jianhui IEEE Transactions on Smart Grid, Vol. 10, Issue 2 https://doi.org/10.1109/tsg.2018.2870600	journal	March 2019
Distribution Network Marginal Costs: Enhanced AC OPF Including Transformer Degradation Andrianesis, Panagiotis; Caramanis, Michael IEEE Transactions on Smart Grid, Vol. 11, Issue 5 https://doi.org/10.1109/tsg.2020.2980538	journal	September 2020
A Fast Algorithm for S-Regression Estimates Salibian-Barrera, Matías; Yohai, Víctor J. Journal of Computational and Graphical Statistics, Vol. 15, Issue 2 https://doi.org/10.1198/106186006X113629	journal	June 2006
Robust Estimation of a Location Parameter Huber, Peter J. The Annals of Mathematical Statistics, Vol. 35, Issue 1 https://doi.org/10.1214/aoms/1177703732	journal	March 1964
Robust estimation in structured linear regression Mili, Lamine; Coakley, Clint W. The Annals of Statistics, Vol. 24, Issue 6 https://doi.org/10.1214/aos/1032181171	journal	December 1996
Transactive Controls: A Market-Based GridWiseTM Controls for Building Systems Katipamula, Srinivas; Chassin, David P.; Hatley, Darrel D. https://doi.org/10.2172/901475	report	July 2006
A Novel Detection Algorithm to Identify False Data Injection Attacks on Power System State Estimation Ganjkhani, Mehdi; Fallah, Seyedeh Narjes; Badakhshan, Sobhan Energies, Vol. 12, Issue 11 https://doi.org/10.3390/en12112209	journal	June 2019
Quantitative Vulnerability Assessment of Cyber Security for Distribution Automation Systems Ye, Xiaming; Zhao, Junhua; Zhang, Yan Energies, Vol. 8, Issue 6 https://doi.org/10.3390/en8065266	journal	June 2015
Cyber-attack Detection Strategy Based on Distribution System State Estimation Long, Huan; Wu, Zhi; Fang, Chen Journal of Modern Power Systems and Clean Energy, Vol. 8, Issue 4 https://doi.org/10.35833/mpce.2019.000216	journal	January 2020
Optimal Allocation of Synchrophasor Units in the Distribution Network Considering Maximum Redundancy Priyadarshini, S.; Panigrahi, C. K. Engineering, Technology & Applied Science Research, Vol. 10, Issue 6 https://doi.org/10.48084/etasr.3862	journal	December 2020
The Efficiency of the Biweight as a Robust Estimator of Location Kafadar, K. Journal of Research of the National Bureau of Standards, Vol. 88, Issue 2 https://doi.org/10.6028/jres.088.006	journal	March 1983

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24 POWER TRANSMISSION AND DISTRIBUTION
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topology attacks

Robust Distribution State Estimation for Reliable Locational Marginal Pricing under Cyber-Attacks

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