Power system reliability evaluation with SCADA cybersecurity considerations
Abstract
As information and communication networks are highly interconnected with the power grid, cyber security of the supervisory control and data acquisition (SCADA) system has become a critical issue in the electric power sector. By exploiting the vulnerabilities in cyber components and intruding into the local area networks of the control center, corporation, substations, or by injecting false information into communication links, the attackers are able to eavesdrop critical data, reconfigure devices, and send trip commands to the intelligent electronic devices that control the system breakers. Reliability of the power system can thus be impacted by various cyber attacks. In this paper, four attack scenarios for cyber components in networks of the SCADA system are considered, which may trip breakers of physical components. Two Bayesian attack graph models are built to illustrate the attack procedures and to evaluate the probabilities of successful cyber attacks. A mean time-to-compromise model is modified and adopted considering the known and zero-day vulnerabilities on the cyber components, and the frequencies of intrusions through various paths are estimated. With increased breaker trips resulting from the cyber attacks, the loss of load probabilities in the IEEE reliability test system 79 are estimated. The simulation results demonstrate that the power system becomes less reliable as the frequency of successful attacks on the cyber components increases and the skill levels of attackers increase.
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Cloud computing is still a new technology for SCADA.
“Cloud computing is still a new technology for SCADA [116].”
From Assessing and augmenting SCADA cyber security: A survey of techniques (2017) · cites this paper as [116]
Cites
Subcommittee, P. (1979) · IEEE Transactions on Power Apparatus and Systems · doi:10.1109/tpas.1979.319398 · Cited by 2,762 · see citing works
Reliability Assessment of Electric Power Systems Using Monte Carlo Methods
Billinton, R., & Li, W. (1994) · Springer eBooks · doi:10.1007/978-1-4899-1346-3 · Cited by 1,781 · see citing works
Common Vulnerability Scoring System
Mell, P., Scarfone, K. A., & Romanosky, S. (2006) · IEEE Security & Privacy · doi:10.1109/msp.2006.145 · Cited by 691 · see citing works
Vulnerability Assessment of Cybersecurity for SCADA Systems
Ten, C.-W., Liu, C.-C., & Manimaran, G. (2008) · IEEE Transactions on Power Systems · doi:10.1109/tpwrs.2008.2002298 · Cited by 583 · see citing works
Self-citationA Taxonomy of Cyber Attacks on SCADA Systems
Zhu, B., Joseph, A., & Sastry, S. (2011) · 2011 International Conference on Internet of Things and 4th International Conference on Cyber, Physical and Social Computing · doi:10.1109/ithings/cpscom.2011.34 · Cited by 458 · cited 1× · see citing works
“2396994 concerning the SCADA system is of vital importance [2].”
BackgroundAnomaly Detection for Cybersecurity of the Substations
Ten, C., Hong, J., & Liu, C. (2011) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2011.2159406 · Cited by 281 · see citing works
Self-citationPetri Net Modeling of Cyber-Physical Attacks on Smart Grid
Chen, T., Sánchez-Aarnoutse, J. C., & Buford, J. (2011) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2011.2160000 · Cited by 253 · see citing works
Overview of IEC 61850 and Benefits
Mackiewicz, R. E. (2006) · doi:10.1109/tdc.2006.1668522 · Cited by 234 · see citing works
Measuring Network Security Using Bayesian Network-Based Attack Graphs
Frigault, M., & Wang, L. (2008) · doi:10.1109/compsac.2008.88 · Cited by 202 · see citing works
Self-citationAdvanced Techniques for Modeling Terrorism Risk
Major, J. A. (2002) · The Journal of Risk Finance · doi:10.1108/eb022950 · Cited by 196 · see citing works
Vulnerability Assessment of Cybersecurity for SCADA Systems Using Attack Trees
Ten, C., Liu, C., & Govindarasu, M. (2007) · IEEE Power Engineering Society General Meeting · doi:10.1109/pes.2007.385876 · Cited by 190 · see citing works
Self-citationk-Zero Day Safety: A Network Security Metric for Measuring the Risk of Unknown Vulnerabilities
Wang, L., Jajodia, S., Singhal, A., Cheng, P., & Noel, S. (2013) · IEEE Transactions on Dependable and Secure Computing · doi:10.1109/tdsc.2013.24 · Cited by 164 · see citing works
Self-citationTime-to-Compromise Model for Cyber Risk Reduction Estimation
McQueen, M., Boyer, W. F., Flynn, M. A., & Beitel, G. A. (2008) · Springer eBooks · doi:10.1007/978-0-387-36584-8_5 · Cited by 137 · see citing works
Overview of IEC 61850 and benefits
Mackiewicz, R. E. (2006) · IEEE Power Engineering Society General Meeting · doi:10.1109/pes.2006.1709546 · Cited by 133 · see citing works
Stouffer, K. A., Falco, J., & Scarfone, K. A. (2011) · doi:10.6028/nist.sp.800-82 · Cited by 118 · see citing works
Liu, C., Stefanov, A. I., Hong, J., & Panciatici, P. (2011) · IEEE Power and Energy Magazine · doi:10.1109/mpe.2011.943114 · Cited by 113 · see citing works
Quantitative Cyber Risk Reduction Estimation Methodology for a Small SCADA Control System
McQueen, M. A., Boyer, W. F., Flynn, M. A., & Beitel, G. A. (2006) · Proceedings of the 39th Annual Hawaii International Conference on System Sciences (HICSS'06) · doi:10.1109/hicss.2006.405 · Cited by 104 · see citing works
Reliability impacts from cyber attack on electric power systems
Stamp, J. E., McIntyre, A., & Ricardson, B. (2009) · IEEE PES Power Systems Conference and Exposition · doi:10.1109/psce.2009.4840054 · Cited by 93 · see citing works
Verba, J., & Milvich, M. (2008) · IEEE Conference on Technologies for Homeland Security (HST) · doi:10.1109/ths.2008.4534498 · Cited by 72 · see citing works
Empirical Estimates and Observations of 0Day Vulnerabilities
McQueen, M. A., McQueen, T. A., Boyer, W. F., & Chaffin, M. R. (2009) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2009.186 · Cited by 66 · see citing works
Reliability and component importance analysis of substation automation systems
Hajian-Hoseinabadi, H. (2010) · International Journal of Electrical Power & Energy Systems · doi:10.1016/j.ijepes.2010.06.012 · Cited by 51 · see citing works
Modeling Security of Power Communication Systems Using Defense Graphs and Influence Diagrams
Sommestad, T., Ekstedt, M., & Nordström, L. (2009) · IEEE Transactions on Power Delivery · doi:10.1109/tpwrd.2009.2028796 · Cited by 46 · see citing works
A Unified Framework for Measuring a Network's Mean Time-to-Compromise
Nzoukou, W., Wang, L., Jajodia, S., & Singhal, A. (2013) · IEEE Symposium on Reliable Distributed Systems (SRDS) · doi:10.1109/srds.2013.30 · Cited by 39 · see citing works
Self-citationCyber risk assessment of power control systems — A metrics weighed by attack experiments
Dondossola, G., Garrone, F., & Szanto, J. (2011) · 2011 IEEE Power and Energy Society General Meeting · doi:10.1109/pes.2011.6039589 · Cited by 37 · see citing works
National SCADA Test Bed Substation Automation Evaluation Report
Barnes, K., & Johnson, B. (2009) · doi:10.2172/968658 · Cited by 24 · see citing works
Active Cyber Attack Model for Network System's Vulnerability Assessment
Eom, J.-H., Han, Y.-J., Park, S.-H., & Chung, T. (2008) · International Conference on Information Science and Security (ICISS) · doi:10.1109/iciss.2008.36 · Cited by 23 · see citing works
A fully integrated substation LAN network for protection, control and data acquisition
Shen, M., Chan, F., Laprise, R., & Lu, L. (2009) · IEEE Power Engineering Society General Meeting · doi:10.1109/pes.2009.5275795 · Cited by 13 · see citing works
Non-Coherence in Transmission Line Arrangements
Li, W., Zhou, J., Xie, K., & Xiong, X. (2006) · International Conference on Power System Technology (POWERCON) · doi:10.1109/icpst.2006.321923 · Cited by 4 · see citing works
Flagged first, then by citations
3 of the 31 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Vikhram, G. Y. R., Elavarasan, R. M., Premkumar, M., & Mihet‐Popa, L. (2020) · IEEE Access · doi:10.1109/access.2020.3016826 · Cited by 396 · see citing works
Application of Bayesian Networks in Reliability Evaluation
Cai, B., Kong, X., Liu, Y., Lin, J., Yuan, X., Xu, H., & Ji, R. (2018) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2018.2858281 · Cited by 280 · see citing works
False Data Attacks Against AC State Estimation With Incomplete Network Information
Liu, X., & Li, Z. (2016) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2016.2521178 · Cited by 262 · see citing works
Bilevel Model for Analyzing Coordinated Cyber-Physical Attacks on Power Systems
Li, Z., Shahidehpour, M., Alabdulwahab, A., & Abusorrah, A. M. (2015) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2015.2456107 · Cited by 249 · see citing works
Deep Learning-Based Interval State Estimation of AC Smart Grids Against Sparse Cyber Attacks
Wang, H., Ruan, J., Wang, G., Zhou, B., Liu, Y., Fu, X., & Peng, J. (2018) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2018.2804669 · Cited by 237 · see citing works
Cybersecurity in Distributed Power Systems
Li, Z., Shahidehpour, M., & Aminifar, F. (2017) · Proceedings of the IEEE · doi:10.1109/jproc.2017.2687865 · Cited by 219 · see citing works
False Data Injection Attacks Induced Sequential Outages in Power Systems
Che, L., Liu, X., Li, Z., & Wen, Y. (2018) · IEEE Transactions on Power Systems · doi:10.1109/tpwrs.2018.2871345 · Cited by 201 · see citing works
Power System Risk Assessment in Cyber Attacks Considering the Role of Protection Systems
Liu, X., Shahidehpour, M., Li, Z., Liu, X., Cao, Y., & Li, Z. (2016) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2016.2545683 · Cited by 170 · see citing works
Assessing and augmenting SCADA cyber security: A survey of techniques
Nazir, S., Patel, S., & Patel, D. (2017) · Computers & Security · doi:10.1016/j.cose.2017.06.010 · Cited by 167 · see citing works
“A Bayesian attack graph model is proposed Zhang et al. [88].”
MethodElectric Power Grid Resilience to Cyber Adversaries: State of the Art
Nguyen, T. T., Wang, S., Alhazmi, M., Nazemi, M., Estebsari, A., & Dehghanian, P. (2020) · IEEE Access · doi:10.1109/access.2020.2993233 · Cited by 146 · see citing works
A Unified Architectural Approach for Cyberattack-Resilient Industrial Control Systems
Zhou, C., Hu, B., Shi, Y., Tian, Y., Li, X., & Zhao, Y. (2020) · Proceedings of the IEEE · doi:10.1109/jproc.2020.3034595 · Cited by 143 · see citing works
Cyber–physical interactions in power systems: A review of models, methods, and applications
Shi, L., Dai, Q., & Ni, Y. (2018) · Electric Power Systems Research · doi:10.1016/j.epsr.2018.07.015 · Cited by 134 · see citing works
Reliability Modeling and Evaluation of Active Cyber Physical Distribution System
Liu, W., Gong, Q., Han, H., Wang, Z., & Wang, L. (2018) · IEEE Transactions on Power Systems · doi:10.1109/tpwrs.2018.2854642 · Cited by 133 · see citing works
Self-citationReview of the false data injection attack against the cyber‐physical power system
Wang, Q., Tai, W., Tang, Y. P., & Ni, M. (2018) · IET Cyber-Physical Systems Theory & Applications · doi:10.1049/iet-cps.2018.5022 · Cited by 133 · see citing works
Zhang, Y., Xiang, Y., & Wang, L. (2016) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2016.2523515 · Cited by 130 · see citing works
Self-citationMasking Transmission Line Outages via False Data Injection Attacks
Liu, X., Li, Z., Liu, X., & Li, Z. (2016) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2016.2542061 · Cited by 113 · see citing works
Saheed, Y. K., Abdulganiyu, O. H., & Tchakoucht, T. A. (2023) · Journal of King Saud University - Computer and Information Sciences · doi:10.1016/j.jksuci.2023.03.010 · Cited by 107 · see citing works
Wang, Q., Tai, W., Tang, Y. P., Ni, M., & You, S. (2018) · International Journal of Electrical Power & Energy Systems · doi:10.1016/j.ijepes.2018.07.007 · Cited by 104 · see citing works
Xiang, Y., & Wang, L. (2018) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2018.2803783 · Cited by 97 · see citing works
Self-citationReview of the State of the Art on Adaptive Protection for Microgrids Based on Communications
Gutiérrez-Rojas, D., Nardelli, P. H. J., Mendes, G. P., & Popovski, P. (2020) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2020.3006845 · Cited by 87 · see citing works
Cyber Cascades Screening Considering the Impacts of False Data Injection Attacks
Che, L., Liu, X., Shuai, Z., Li, Z., & Wen, Y. (2018) · IEEE Transactions on Power Systems · doi:10.1109/tpwrs.2018.2827060 · Cited by 87 · see citing works
Mitigating False Data Attacks Induced Overloads Using a Corrective Dispatch Scheme
Che, L., Liu, X., & Li, Z. (2018) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2018.2817515 · Cited by 85 · see citing works
Fault Detector and Switch Placement in Cyber-Enabled Power Distribution Network
Kapourchali, M. H., Sepehry, M., & Aravinthan, V. (2016) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2016.2573261 · Cited by 83 · see citing works
Detecting Stealthy False Data Injection Attacks in Power Grids Using Deep Learning
Ashrafuzzaman, M., Chakhchoukh, Y., Jillepalli, A. A., Tošić, P. T., de Leon, D. C., Sheldon, F. T., & Johnson, B. K. (2018) · International Wireless Communications and Mobile Computing Conference (IWCMC) · doi:10.1109/iwcmc.2018.8450487 · Cited by 77 · see citing works
A review of cyber security risks of power systems: from static to dynamic false data attacks
Xu, Y. (2020) · Protection and Control of Modern Power Systems · doi:10.1186/s41601-020-00164-w · Cited by 76 · see citing works
Teh, J., & Lai, C. (2019) · IEEE Access · doi:10.1109/access.2019.2907980 · Cited by 73 · see citing works
Bahrami, M., Fotuhi‐Firuzabad, M., & Farzin, H. (2019) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2019.2926557 · Cited by 70 · see citing works
Optimal Partial Feedback Attacks in Cyber-Physical Power Systems
Wu, G., Wang, G., Sun, J. Q., & Chen, J. (2020) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2020.2981915 · Cited by 69 · see citing works
Lau, P., Wei, W., Wang, L., Liu, Z., & Ten, C. (2020) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2020.2992782 · Cited by 69 · see citing works
Self-citationA Survey of Cyber-Physical Power System Modeling Methods for Future Energy Systems
Abdelmalak, M. M., Venkataramanan, V., & Macwan, R. (2022) · IEEE Access · doi:10.1109/access.2022.3206830 · Cited by 71 · see citing works
Deep Reinforcement Learning for Cybersecurity Assessment of Wind Integrated Power Systems
Liu, X., Ospina, J., & Konstantinou, C. (2020) · IEEE Access · doi:10.1109/access.2020.3038769 · Cited by 66 · see citing works
Composite Reliability Impacts of Synchrophasor-Based DTR and SIPS Cyber–Physical Systems
Jimada-Ojuolape, B., & Teh, J. (2022) · IEEE Systems Journal · doi:10.1109/jsyst.2021.3132657 · Cited by 62 · see citing works
A Coalitional Cyber-Insurance Design Considering Power System Reliability and Cyber Vulnerability
Lau, P., Wang, L., Liu, Z., Wei, W., & Ten, C. (2021) · IEEE Transactions on Power Systems · doi:10.1109/tpwrs.2021.3078730 · Cited by 59 · see citing works
Self-citationResilience analysis of cyber‐physical systems: A review of models and methods
Cassottana, B., Roomi, M. M., Mashima, D., & Sansavini, G. (2023) · Risk Analysis · doi:10.1111/risa.14089 · Cited by 58 · see citing works
Operational Risk Evaluation of Active Distribution Networks Considering Cyber Contingencies
Cao, G., Gu, W., Li, P., Sheng, W., Liu, K., Sun, L., Cao, Z., & Pan, J. (2019) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2019.2939346 · Cited by 58 · see citing works
Alimi, O. A., Ouahada, K., Abu-Mahfouz, A. M. I., Rimer, S., & Alimi, K. O. A. (2021) · Sustainability · doi:10.3390/su13179597 · Cited by 58 · see citing works
A New AC False Data Injection Attack Method Without Network Information
Jiao, R., Xun, G., Liu, X., & Yan, G. (2021) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2021.3102329 · Cited by 58 · see citing works
False data attack models, impact analyses and defense strategies in the electricity grid
Liu, X., & Li, Z. (2017) · The Electricity Journal · doi:10.1016/j.tej.2017.04.001 · Cited by 57 · see citing works
Fast Screening of High-Risk Lines Under False Data Injection Attacks
Che, L., Liu, X., & Li, Z. (2018) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2018.2848256 · Cited by 57 · see citing works
A Cyber-Physical Power System Risk Assessment Model Against Cyberattacks
Yan, K., Liu, X., Lu, Y., & Qin, F. (2022) · IEEE Systems Journal · doi:10.1109/jsyst.2022.3215591 · Cited by 56 · see citing works
Yuan, S., Yang, M., & Reniers, G. (2023) · Computers in Industry · doi:10.1016/j.compind.2023.104056 · Cited by 56 · see citing works
Dai, Q., Shi, L., & Ni, Y. (2019) · IEEE Transactions on Power Systems · doi:10.1109/tpwrs.2019.2899983 · Cited by 55 · see citing works
Cyber-Attacks in Modular Multilevel Converters
Burgos-Mellado, C., Donoso, F., Dragičević, T., Cárdenas, R., Wheeler, P. W., Clare, J., & Watson, A. J. (2022) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2022.3147466 · Cited by 52 · see citing works
A game-theoretic study of load redistribution attack and defense in power systems
Xiang, Y., & Wang, L. (2017) · Electric Power Systems Research · doi:10.1016/j.epsr.2017.05.020 · Cited by 52 · see citing works
Self-citationFalse Data Injection Attacks With Incomplete Network Topology Information in Smart Grid
Li, Y., & Wang, Y. (2018) · IEEE Access · doi:10.1109/access.2018.2888582 · Cited by 50 · see citing works
Quantitative Risk Assessment of Cyber Attacks on Cyber-Physical Systems using Attack Graphs
Semertzis, I., Rajkumar, V. S., Stefanov, A. I., Fransen, F., & Pálenský, P. (2022) · Workshop on Modeling and Simulation of Cyber-Physical Energy Systems (MSCPES) · doi:10.1109/mscpes55116.2022.9770140 · Cited by 49 · see citing works
Attack Power System State Estimation by Implicitly Learning the Underlying Models
Costilla-Enriquez, N., & Weng, Y. (2022) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2022.3197770 · Cited by 49 · see citing works
A Service Oriented Architecture for the Digitalization and Automation of Distribution Grids
Pau, M., Mirz, M., Dinkelbach, J., McKeever, P., Ponci, F., & Monti, A. (2022) · IEEE Access · doi:10.1109/access.2022.3164393 · Cited by 47 · see citing works
Application of Bayesian network to data-driven cyber-security risk assessment in SCADA networks
Huang, K., Zhou, C., Tian, Y., Tu, W., & Peng, Y. (2017) · International Telecommunication Networks and Applications Conference (ITNAC) · doi:10.1109/atnac.2017.8215355 · Cited by 46 · see citing works
Bayesian Network Based C2P Risk Assessment for Cyber-Physical Systems
Lyu, X., Ding, Y., & Yang, S. (2020) · IEEE Access · doi:10.1109/access.2020.2993614 · Cited by 44 · see citing works
Yuan, S., Reniers, G., & Yang, M. (2024) · Reliability Engineering & System Safety · doi:10.1016/j.ress.2024.110320 · Cited by 41 · see citing works
Żebrowski, P., Couce‐Vieira, A., & Mancuso, A. (2022) · Risk Analysis · doi:10.1111/risa.13900 · Cited by 39 · see citing works
Li, Y., & Wang, Y. (2019) · Journal of Systems Architecture · doi:10.1016/j.sysarc.2019.101705 · Cited by 39 · see citing works
A Survey on Vulnerabilities and Countermeasures in the Communications of the Smart Grid
Lázaro, J., Astarloa, A., Rodríguez, M., Bidarte, U., & Jiménez, J. (2021) · Electronics · doi:10.3390/electronics10161881 · Cited by 39 · see citing works
A Fixed-Latency Architecture to Secure GOOSE and Sampled Value Messages in Substation Systems
Rodriguez, M., Lázaro, J., Bidarte, U., Jiménez, J., & Astarloa, A. (2021) · IEEE Access · doi:10.1109/access.2021.3069088 · Cited by 38 · see citing works
A Robustness-Oriented Power Grid Operation Strategy Considering Attacks
Xiang, Y., Wang, L., & Liu, N. (2017) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2017.2653219 · Cited by 38 · see citing works
Self-citationLiu, Z., & Wang, L. (2021) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2021.3065504 · Cited by 38 · see citing works
Self-citationWang, J., Chen, H., Si, Y., Zhu, Y., Zhu, T., Yin, S., & Liu, B. (2024) · Computers & Electrical Engineering · doi:10.1016/j.compeleceng.2024.109572 · Cited by 36 · see citing works
Reliability assessment of cyber-physical distribution network based on the fault tree
Sun, X., Liu, Y., & Deng, L. (2020) · Renewable Energy · doi:10.1016/j.renene.2020.03.188 · Cited by 36 · see citing works
Association Analysis-Based Cybersecurity Risk Assessment for Industrial Control Systems
Qin, Y., Yuan, P., Huang, K., Zhou, C., & Tian, Y. (2020) · IEEE Systems Journal · doi:10.1109/jsyst.2020.3010977 · Cited by 38 · see citing works
Adequacy evaluation of electric power grids considering substation cyber vulnerabilities
Xiang, Y., Wang, L., & Zhang, Y. (2017) · International Journal of Electrical Power & Energy Systems · doi:10.1016/j.ijepes.2017.10.004 · Cited by 35 · see citing works
Self-citationGame‐theoretic cybersecurity analysis for false data injection attack on networked microgrids
Nikmehr, N., & Moghadam, S. M. (2019) · IET Cyber-Physical Systems Theory & Applications · doi:10.1049/iet-cps.2019.0016 · Cited by 35 · see citing works
Qin, C., Zhong, C., Sun, B., Jin, X., & Zeng, Y. (2023) · Applied Energy · doi:10.1016/j.apenergy.2023.120961 · Cited by 34 · see citing works
Mansouri, A., Majidi, B., & Shamisa, A. (2018) · International Journal of Computers and Applications · doi:10.1080/1206212x.2018.1533613 · Cited by 32 · see citing works
Behavior Analysis and Anomaly Detection for a Digital Substation on Cyber-Physical System
Kwon, Y., Lee, S.-Y., King, R., Lim, J. I., & Kim, H. K. (2019) · Electronics · doi:10.3390/electronics8030326 · Cited by 32 · see citing works
Attack Graph Implementation and Visualization for Cyber Physical Systems
Ibrahim, M., Al-Hindawi, Q., Elhafiz, R., Alsheikh, A., & Alquq, O. (2019) · Processes · doi:10.3390/pr8010012 · Cited by 32 · see citing works
A review of uncertainty management approaches for active distribution system planning
Varathan, G., & Edward, J. B. (2024) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2024.114808 · Cited by 35 · see citing works
Rostami, A., Mohammadi, M., & Karimipour, H. (2022) · International Journal of Electrical Power & Energy Systems · doi:10.1016/j.ijepes.2022.108892 · Cited by 30 · see citing works
Reliability Modeling Considerations for Emerging Cyber-Physical Power Systems
Aravinthan, V., Balachandran, T., Benidris, M., Fei, W., Kapourchali, M. H., Hettiarachchige-Don, A. C. S., Jiang, J. N., Lei, H., Liu, C., Mitra, J., et al. (2018) · IEEE International Conference on Probabilistic Methods Applied to Power Systems · doi:10.1109/pmaps.2018.8440331 · Cited by 30 · see citing works
Cyber-Physical models for power grid security analysis: 8-substation case
Weaver, G. A., Davis, K., Davis, C. M., Rogers, E. J., Bobba, R. B., Zonouz, S., Berthier, R., Sauer, P. W., & Nicol, D. M. (2016) · IEEE International Conference on Smart Grid Communications (SmartGridComm) · doi:10.1109/smartgridcomm.2016.7778752 · Cited by 27 · see citing works
Appiah‐Kubi, J., & Liu, C. (2020) · IEEE Open Access Journal of Power and Energy · doi:10.1109/oajpe.2020.3029805 · Cited by 27 · see citing works
A fault identification method using LSTM for a closed-loop distribution system protective relay
Han, S.-R., & Kim, Y.-S. (2022) · International Journal of Electrical Power & Energy Systems · doi:10.1016/j.ijepes.2022.108925 · Cited by 26 · see citing works
Research on Cyber Attacks and Defensive Measures of Power Communication Network
Wu, Y., Ru, Y., Lin, Z., Liu, C., Xue, T., Zhao, X., & Chen, J. (2022) · IEEE Internet of Things Journal · doi:10.1109/jiot.2022.3181698 · Cited by 25 · see citing works
Zhou, B., Sun, B., Zang, T., Cai, Y., Wu, J., & Luo, H. (2022) · Entropy · doi:10.3390/e25010047 · Cited by 24 · see citing works
Busby, J. S., Green, B., & Hutchison, D. (2017) · Risk Analysis · doi:10.1111/risa.12681 · Cited by 25 · see citing works
Determination of Nash Equilibrium Based on Plausible Attack-Defense Dynamics
Wang, C. B., Hou, Y., & Ten, C. (2016) · IEEE Transactions on Power Systems · doi:10.1109/tpwrs.2016.2635156 · Cited by 24 · see citing works
Self-citationModel-Free Lossless Data Compression for Real-Time Low-Latency Transmission in Smart Grids
Yan, L., Han, J., Xu, R., & Li, Z. (2020) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2020.3040370 · Cited by 23 · see citing works
Risk assessment of cyber attacks in ECPS based on attack tree and AHP
Ru, Y., Wang, Y., Li, J., Liu, J., Yang, G., Yuan, K., & Liu, K. (2016) · International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD) · doi:10.1109/fskd.2016.7603218 · Cited by 22 · see citing works
A Bayesian-Attack-Graph-Based Security Assessment Method for Power Systems
Chen, L., Zhang, T., Ma, Y., Li, Y., Wang, C., He, C., Lv, Z., & Li, N. (2024) · Electronics · doi:10.3390/electronics13132628 · Cited by 21 · see citing works
Security gaps assessment of smart grid based SCADA systems
Mir, A. W., & Ramachandran, R. K. (2019) · Information and Computer Security · doi:10.1108/ics-12-2018-0146 · Cited by 21 · see citing works
Modeling Supply Chain Attacks in IEC 61850 Substations
Duman, O., Ghafouri, M., Kassouf, M., Atallah, R. F., Wang, L., & Debbabi, M. (2019) · IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm) · doi:10.1109/smartgridcomm.2019.8909818 · Cited by 20 · see citing works
Self-citationOptimal Defensive Strategy for Power Distribution Systems Against Relay Setting Attacks
Ganjkhani, M., Hosseini, M. M., & Parvania, M. (2022) · IEEE Transactions on Power Delivery · doi:10.1109/tpwrd.2022.3230946 · Cited by 20 · see citing works
PAROL, M., Wasilewski, J., Wojtowicz, T., Arendarski, B., & Komarnicki, P. (2022) · Energies · doi:10.3390/en15145311 · Cited by 19 · see citing works
Zhao, Y., Li, Y., Cao, Y., & Yan, M. (2023) · Applied Energy · doi:10.1016/j.apenergy.2023.121551 · Cited by 19 · see citing works
Wang, Q., Tai, W., Tang, Y. P., Zhu, H., Zhang, M., & Zhou, D. (2019) · Energies · doi:10.3390/en12132493 · Cited by 19 · see citing works
The Impact of Social Engineering on Industrial Control System Security
Green, B., Prince, D., Busby, J. S., & Hutchison, D. (2015) · doi:10.1145/2808705.2808717 · Cited by 19 · see citing works
Cyber Resilience of Electric Vehicle Charging in Smart Grids: The Dutch Case
Hijgenaar, S., Stefanov, A. I., van Voorden, A. M., & Pálenský, P. (2025) · IEEE Access · doi:10.1109/access.2025.3580856 · Cited by 20 · see citing works
Power Grid Reliability Evaluation Considering Wind Farm Cyber Security and Ramping Events
Wu, H., Liu, J., Liu, J., Cui, M., Liu, X., & Gao, H. (2019) · Applied Sciences · doi:10.3390/app9153003 · Cited by 18 · see citing works
Chen, Y., Hu, W., Alam, M., & Wu, T. (2019) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2019.2962759 · Cited by 18 · see citing works
Conti, S., Corte, A. L., Nicolosi, R., & Rizzo, S. A. (2016) · Sustainable Energy Grids and Networks · doi:10.1016/j.segan.2016.03.003 · Cited by 18 · see citing works
Durand, H., & Wegener, M. (2020) · Mathematics · doi:10.3390/math8040499 · Cited by 18 · see citing works
Cybersecurity Enhancement for Multi-Infeed High-Voltage DC Systems
Hou, J., Lei, S., Yin, W., Sun, W., & Hou, Y. (2022) · IEEE Transactions on Smart Grid · doi:10.1109/tsg.2022.3156796 · Cited by 17 · see citing works
Multi-agent architecture for reliable Cyber-Physical Systems (CPS)
Sanislav, T., Zeadally, S., Mois, G. D., & Fouchal, H. (2017) · IEEE Symposium on Computers and Communications (ISCC) · doi:10.1109/iscc.2017.8024524 · Cited by 17 · see citing works
Yufei, W. A. N. G., Liu, Y., & Li, J. (2019) · Journal of Modern Power Systems and Clean Energy · doi:10.1007/s40565-019-0500-2 · Cited by 17 · see citing works
Risk Assessment of Cyber Attacks on Power Grids Considering the Characteristics of Attack Behaviors
Chen, B., Yang, Z., Zhang, Y., Chen, Y., & Zhao, J. (2020) · IEEE Access · doi:10.1109/access.2020.3014785 · Cited by 16 · see citing works
Self-citationApplication of Bayesian Networks in Reliability Evaluation
Cai, B., Liu, Y., Liu, Z., Chang, Y., & Jiang, L. (2019) · Springer eBooks · doi:10.1007/978-981-13-6516-4_1 · Cited by 16 · see citing works
Abdin, A., Li, Y., & Zio, E. (2017) · Energy · doi:10.1016/j.energy.2017.07.115 · Cited by 15 · see citing works
A Bayesian Attack Tree Based Approach to Assess Cyber-Physical Security of Power System
Meyur, R. (2020) · IEEE Texas Power and Energy Conference (TPEC) · doi:10.1109/tpec48276.2020.9042529 · Cited by 15 · see citing works
Reliability, failure detection and prevention in cyber‐physical systems (CPSs) with agents
Sanislav, T., Zeadally, S., Mois, G. D., & Fouchal, H. (2018) · Concurrency and Computation Practice and Experience · doi:10.1002/cpe.4481 · Cited by 14 · see citing works
Ling, E. R., Lagerström, R., & Ekstedt, M. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-58295-1_4 · Cited by 14 · see citing works
- Authors
- Zhang, Y., Wang, L., Xiang, Y., & Ten, C.-W.
- Affiliations
- University of Toledo (US)
- University of Wisconsin–Milwaukee (US)
- Michigan Technological University (US)
- Venue
- IEEE Transactions on Smart Grid
- Published
- 2015-07
- Volume
- 6
- Issue
- 4
- Pages
- 1707-1721
- ISSN
- 1949-3053 (ISSN-L)
- 1949-3061
- OpenAlex
- W2002619227
- Semantic Scholar
- cf89bd2f9a5e10bc56410401d533e79c526be8dc
- Cited by
- 239
- References
- 31
- Citations by year
- 2026: 3 · 2025: 17 · 2024: 21 · 2023: 23 · 2022: 29 · 2021: 22 · 2020: 31 · 2019: 31 · 2018: 25 · 2017: 19 · 2016: 13 · 2015: 5
- FWCI
- 19.13
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Transactions on Smart Grid (publishedVersion)
- Digital Commons - Michigan Tech (Michigan Technological University) (submittedVersion)
- Funders
- National Science Foundation (ECCS1128594, ECCS1128512)
- Topics
- Physical Sciences › Engineering › Control and Systems Engineering › Smart Grid Security and Resilience
- Physical Sciences › Engineering › Safety, Risk, Reliability and Quality › Power System Reliability and Maintenance
- Physical Sciences › Computer Science › Information Systems › Information and Cyber Security
- Keywords
- power system reliability, cyber attacks on power grids, Bayesian attack graph, zero-day vulnerabilities, loss of load probability, attack scenarios
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