Books
- K. R. Davis, M. A. Pai, “Power Circuits and Electromechanics 2nd Edition,” Champaign: Stipes, August 2022
Journal & Conference Papers
- A. Sahu, K. Davis, H. Huang, A.. Umunnakwe, S. Zonouz, A. Goulart, “Design of Next-Generation Cyber-Physical Energy Management Systems: Monitoring to Mitigation,” published in IEEE Open Access Journal of Power and Energy, January 2023. View
- A. Takiddin, R. Atat, M. Ismail, O. Boyaci, K. Davis, “Generalized Graph Neural Network-Based Detection of False Data Injection Attacks in Smart Grids,” published in IEEE Transactions on Emerging Topics in Computational Intelligence, January 2023 View
- A. Umunnakwe, P. Wlazlo, A. Sahu, J. Velasquez, K. Davis, A. Goulart, S. Zonouz, “OpenConduit: A Tool for Recreating Power System Communication Networks Automatically,” published in 2022 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), December 2022. View
- Z. Mao, L. Al Homoud, K. Davis, T. Overbye, “Harmonized Automatic Relay Mitigation of Nefarious Intentional Events (HARMONIE)-Special Protection Scheme (SPS)”, Sandia National Laboratories, September 2022. View
- A. Umunnakwe, M. Parvania, H. Nguyen, J. Horel, K. Davis, “Data-Driven Spatio-Temporal Analysis of Wildfire Risk to Power Systems Operation,” IET Generation, Transmission & Distribution, July 2022. View
- H. Huang, P Wlazlo, Z Mao, A Sahu, K Davis, A Goulart, S Zonouz, C. M. Davis, “Cyberattack Defense With Cyber-Physical Alert and Control Logic in Industrial Controllers,” in IEEE Transactions on Industry Applications, Sept.-Oct. 2022. View
- O Boyaci, M.R. Narimani, K Davis, E Serpedin, “Infinite Impulse Response Graph Neural Networks for Cyberattack Localization in Smart Grids”, 2022. View
- H. Huang, Z. Mao, A. Layton, K. Davis, “An Ecological Robustness Oriented Optimal Power Flow for Power Systems Survivability,” 10.1109/TPWRS.2022.3168226. Accepted by IEEE Transactions on Power Systems. View
- O. Boyaci, M. R. Narimani, K. Davis, and E. Serpedin, “Cyberattack Detection in Large-Scale Smart Grids using Chebyshev Graph Convolutional Networks” 2022 9th International Conference on Electrical and Electronics Engineering (ICEEE 2022). View
- O. Boyaci, M. R. Narimani, K. Davis, and E. Serpedin, “Spatio-Temporal Failure Propagation in Cyber-Physical Power Systems,” 3rd International Conference on Smart Grid and Renewable Energy (SGRE) 2022 (Best Paper Award). View
- Z. Mao, I. Idehen, W. Jang, K. Shetye, K. Davis, T. Overbye, M. Gooris, C. Peres, “Eye Tracking Assisted Human Factor Analysis Platform for Power System Situational Awareness,” Power and Energy Conference at Illinois 2022. View
- A. Sahu, K. Davis, “Inter-Domain Fusion for Enhanced Intrusion Detection in Power Systems: An Evidence Theoretic and Meta-Heuristic Approach,” Sensors, special issue “Sensors and Pattern Recognition Methods for Security and Industrial Applications (SPR-SIA),” 2022. View
- A. Sahu, P. Wlazlo, N. Gaudet, A. Goulart, E. Rogers, K. Davis, “Generation of Firewall Configurations for a Large-Scale Synthetic Power System,” Texas Power and Energy Conference 2022. View
- O. Boyaci, M. R. Narimani, K. Davis, and E. Serpedin, “Generating Connected, Simple, and Realistic Cyber Graphs for Smart Grids,” Texas Power and Energy Conference 2022. View
- J. Wert, P. Dehghanian, A. Zhang, M. Stevens, R. Guthrie, J. Snodgrass, K. Shetye, T. Overbye, K. Davis, J. Gannon, “Analysis of Magnetometer Data from a Strong G3 Geomagnetic Disturbance,” Texas Power and Energy Conference 2022. View
- L. Al Homoud, R. Reghunath, S. Bayes, A. Peerzada, K. Davis, R. Balog “Cyber-Physical Defense in Smart Distribution Networks,” IEEE 53rd North American Power Symposium (NAPS), 2021. View
- H. Huang, D. Gray, J. Mendoza, K. Davis, “Automating the Process to Quantify Cyber-Physical Risk with Contingency Analysis and User Input,” IEEE 53rd North American Power Symposium (NAPS), 2021. https://ieeexplore.ieee.org/document/9654646
- K. Davis, “An Energy Management System Approach for Power System Cyber-Physical Resilience,” invited position paper for Virtual Workshop on Cyber Experimentation and Science of Security (CESoS), 2021. View
- S. Hossain-McKenzie, D. Calzada, N. Jacobs, C. Goes, A. Summers, K. Davis, H. Li, Z. Mao, T. Overbye, K. Shetye, “Adaptive, Cyber-Physical Special Protection Schemes to Defend the Electric Grid Against Predictable and Unpredictable Disturbances,” 2021 Resilience Week (RWS). https://ieeexplore.ieee.org/document/9611801
- Z. Mao, A. Sahu, P. Wlazlo, Y. Liu, A. Goulart, K. Davis, and T. Overbye, “Mitigating TCP Congestion: A Coordinated Cyber and Physical Approach,” IEEE 53rd North American Power Symposium (NAPS), 2021. https://arxiv.org/abs/2104.11846
- K. Knesek, P. Wlazlo, H. Huang, A. Sahu, A. Goulart, K. Davis, “Detecting Attacks on Synchrophasor Protocol Using Machine Learning Algorithms,” IEEE SmartGridComm, Oct. 2021.View
- O. Boyaci, M. Narimani, K. Davis, M. Ismail, T. Overbye, E. Serpedin, “Joint Detection and Localization of Stealth False Data Injection Attacks in Smart Grids using Graph Neural Networks,” IEEE Transactions on Smart Grid, 2021. View
- O. Boyaci, A. Umunnakwe, A. Sahu, M. Narimani, M. Ismail, K. Davis, E. Serpedin, “Graph Neural Networks Based Detection of Stealth False Data Injection Attacks in Smart Grids,” IEEE Systems Journal, 2021. View
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A. Sahu, Z. Mao, P. Wlazlo, H. Huang, K. Davis, A. Goulart, S. Zonouz, “Multi-Source Data Fusion for Cyberattack Detection in Power Systems,” IEEE Access, 2021. https://arxiv.org/abs/2101.06897
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M. Narimani, H. Huang, A. Umunnakwe, Z. Mao, A. Sahu, S. Zonouz, and K. Davis, “Generalized Contingency Analysis Based on Graph Theory and Line Outage Distribution Factor,” IEEE Systems Journal, 2021. View
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A. Sahu, P. Wlazlo, Z. Mao, H. Huang, A. Goulart, K. Davis, S. Zonouz, “Design and Evaluation of a Cyber-Physical Testbed for Improving Attack Resilience of Power Systems,” IET Cyber-Physical Systems, 2021. View
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A. Umunnakwe, H. Huang, K. Oikonomou, K. Davis, “Quantitative Analysis of Power Systems Resilience: Standardization, Categorizations, and Challenges,” Renewable and Sustainable Energy Reviews, 2021. View
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P. Wlazlo, A. Sahu, Z. Mao, H. Huang, A. Goulart, K. Davis, S. Zonouz, “Man-in-The-Middle Attacks and Defense in a Power System Cyber-Physical Testbed,” IET Cyber-Physical Systems, 2021. View
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A. Chatterjee, H. Huang, K. Davis, A. Layton, “A Multigraph Modeling Approach to Enable Ecological Network Analysis of Cyber Physical Power Networks,” IEEE SmartGridComm, Oct. 2021.
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T. Tarman, T. Rollins, L. Swiler, J. Cruz, E. Vugrin, H. Huang, A. Sahu, P. Wlazlo, A. Goulart, K. Davis, “Comparing Reproduced Cyber Experimentation Studies Across Different Emulation Testbeds,” ACM 14th Workshop on Cyber Security Experimentation and Test (CSET’21), Aug. 2021. View
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N. Jacobs, A. Summers, S. Hossain-McKenzie, D. Caldaza, H. Li, Z. Mao, C. Goes, K. Davis, K. Shetye, “Next-Generation Relay Voting Scheme Design Leveraging Consensus Algorithms,” Power and Energy Conference at Illinois 2021. View
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M. Soetan, Z. Mao, K. Davis, “Statistics for Building Synthetic Power System Cyber Models,” Power and Energy Conference at Illinois 2021. https://arxiv.org/abs/2103.01275
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A. Umunnakwe, A. Sahu, K. Davis, “Multi-Component Risk Assessment Using Cyber-Physical Betweenness Centrality,” PowerTech 2021.View
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A. Sahu, K. Davis, “Structural Learning Techniques for Bayesian Attack Graphs in Cyber Physical Power Systems,” Texas Power and Energy Conference 2021. View
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H. Huang, C. Davis, K. Davis, “Real-time Power System Simulation with Hardware Devices through DNP3 in Cyber-Physical Testbed,” Texas Power and Energy Conference 2021. View
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A. Foster, H. Huang, M. Narimani, L. Homiller, K. Davis, A. Layton, “Ecological Uniqueness for Understanding Line Importance in Power Grids,” Texas Power and Energy Conference 2021. View
- S. Hossain‐McKenzie, K. Raghunath, K. Davis, S. Etigowni, S. Zonouz “Strategy for distributed controller defence: Leveraging controller roles and control support groups to maintain or regain control in cyber‐adversarial power systems,” IET Cyber-Physical Systems, April 2021. https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/cps2.12006
- A. Umunnakwe, A. Sahu, M. Narimani, S. Zonouz, K. Davis, “Cyber-physical Component Ranking for Risk Sensitivity Analysis using Betweenness Centrality,” IET Cyber-Physical Systems, 2021. View
- H. Huang, Z. Mao, M. Narimani, K. Davis, “Toward Efficient Wide-Area Identification of Multiple Element Contingencies in Power Systems,” IEEE Innovative Smart Grid Technologies 2021. View
- A. Kundu, A. Sahu, E. Serpedin, K. Davis, “A3D: Attention-based auto-encoder anomaly detector for false data injection attacks,” Electric Power Systems Research, Dec 2020.View
- G. Juvekar, C. Klauber, K. Davis, T. Overbye, K. Shetye, “A GIC-Inclusive State Estimator for Power System Awareness during Geomagnetic Disturbance Events,” IEEE Transactions on Power Systems, 2020. View
- W. Jang, H. Huang, K. Davis, T. Overbye, “Considerations in the Automatic Development of Electric Grid Restoration Plans,” IEEE North American Power Symposium 2020.View
- H. Huang, V. Panyam, M. Narimani, A. Layton, K. Davis, “Mixed-Integer Optimization for Bio-Inspired Robust Power Network Design,” IEEE North American Power Symposium 2020.
- Y. Liu, M. Gaskamp, Z. Mao, D. Wallison, K. Shetye, K. Davis, and T. Overbye, D. Morrow, “Evaluation of Performance Metrics for Electric Grid Operational Scenarios,” IEEE North American Power Symposium 2020.
- H. Li, K. S Shetye, S. Hossain-McKenzie, K. Davis, T. J. Overbye, “Investigation of Automated Corrective Actions for Special Protection Schemes,” Sandia National Lab. (SNL-NM), Albuquerque, NM (United States), Sep 2020. View
- S. H. McKenzie, E. Vugrin, K. Davis, “Enabling Online, Dynamic Remedial Action Schemes by Reducing the Corrective Control Search Space,” IEEE SmartGridComm 2020.
- B. L. Thayer, Z. Mao, Y. Liu, K. Davis, T. Overbye “Easy Sim Auto (ESA): A Python Package that Simplifies Interacting with PowerWorld Simulator,” Journal of Open-Source Software, 5(50), 2289, https://doi.org/10.21105/joss.02289. View
- M. R. Narimani, H.Huang, A. Umunnakwe, Z. Mao, A. Sahu, S. Zonouz, K. Davis, “Generalized Contingency Analysis Based on Graph Theory and Line Outage Distribution Factor,” July 2020
- A. Sahu, Z. Mao, K. Davis, and A. Goulart, “Data Processing and Model Selection for Machine Learning-based Network Intrusion Detection,” IEEE workshop on Communication, Quality and Reliability (IEEE CQR 2020), May 2020. View
- N. Gaudet, A. Sahu, A. Goulart, E. Rogers, and K. Davis, “Firewall Configuration and Path Analysis for Smart Grid Networks,” IEEE workshop on Communication, Quality and Reliability (IEEE CQR 2020), May 2020. View
- Z. Mao, H. Huang, K. Davis, “W4IPS: A Web-based Interactive Power System Simulation Environment For Power System Security Analysis,” Hawaii International Conference on Science and Systems (HICSS), Jan. 2020. View
- A. Umunnakwe, M. Parvania, H. Nguyen, J. D Horel, K. R Davis, “Data-Driven Spatio-Temporal Analysis of Wildfire Risk to Power Systems Operation,” IET Generation, Transmission & Distribution, 2020. View
- H. Huang, M. Kazerooni, S. Hossain-McKenzie, S. Etigowni, K. Davis, S. Zonouz, “Fast Generation Redispatch Techniques for Automated Remedial Action Schemes,” IEEE 20th International Conference on Intelligent Systems Applications to Power Systems (ISAP), Dec. 2019. View
- P. Wlazlo, K. Price, C. Verloz, A. Sahu, H. Huang, A. Goulart, K. Davis, S. Zonouz, “A Cyber Topology Model for the Texas 2000 Synthetic Electric Power Grid,” Principles, Systems and Applications of IP Telecommunications (IPTComm), Oct. 2019. View
- A. Sahu, H. Huang, K. Davis, S. Zonouz, “SCORE: A Security-Oriented Cyber-Physical Optimal Response Engine,” IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oct. 2019. View
- A. Kundu, A. Sahu, K. Davis, E. Serpedin,”Learning-Based Defense of False Data Injection Attacks in Power System State Estimation,” 2019 North American Power Symposium (NAPS), Oct. 2019.
- P. Wlazlo, K. Price, C. Veloz, A. Sahu, H. Huang, A. Goulart, K. Davis, S. Zounouz, “A Cyber Topology Model for the Texas 2000 Synthetic Electric Power Grid,” 2019 Principles, Systems and Applications of IP Telecommunications (IPTComm), Oct 2019. View
- C. Lamers, C. Ozuna, H. Huang, K. Davis, ” A Unified Power System Model to Analyze the Benefits of Electric Vehicles in Power Grid,” 2019 North American Power Symposium (NAPS), Oct 2019.
- P. Dehghanian, K.S Shetye, K. R Davis, T. J Overbye, “System-Wide Case Study Assessment of Transformer Heating Due to Geomagnetic Disturbances,” 2019 North American Power Symposium (NAPS), Oct 2019. View
- M. Culler, K. Davis, A. Sahu, “PAVED: Perturbation Analysis for Verification of Energy Data,” 2019 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oct 2019.
- Z. Mao, H. Huang, K. Davis, “W4IPS: A Web-based Interactive Power System Simulation Environment for Power System Security Analysis,” Sep.2019. View
- A. Sahu, H. Huang, K. Davis, S. Zonouz, “A Framework for Cyber-Physical Model Creation and Evaluation,” IEEE 20th International Conference on Intelligent Systems Applications to Power Systems (ISAP), Dec. 2019. View
- A. L Bornsheuer, B. Allison, K. Flaherty, T. Overbye, K. Davis, “Large-Scale Synthetic Grids in Classroom Planning Studies,” 2019 IEEE Texas Power and Energy Conference (TPEC), Feb 2019. View
- G. Prakash Juvekar, K. Davis, “MATGMD: A Tool for Enabling GMD Studies in MATLAB,” 2019 IEEE Texas Power and Energy Conference (TPEC), Feb 2019.
- V. Panyam, H. Huang, B. Pinte, K. Davis, A. Layton, “Bio-Inspired Design for Robust Power Networks,” 2019 IEEE Texas Power and Energy Conference (TPEC), Feb 2019.
- V. Panyam, H. Huang, K. Davis, A. Layton, “An ecosystem perspective for the design of sustainable power systems,” Procedia CIRP, Jan. 2019. View
- S. Etigowni, S. Hossain-McKenzie, M. Kazerooni, K. Davis, S. Zonouz, “Crystal (ball): I look at physics and predict control flow! just-ahead-of-time controller recovery, 34th Annual Computer Security Applications Conference, Dec.2018. View
- H. Huang, S. Liu, K. Davis, “Energy Theft Detection Via Artificial Neural Networks,”2018 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), Oct 2018. View
- H. Huang, K. Davis, “Power System Equipment Cyber-Physical Risk Assessment Based on Architecture and Critical Clearing Time,”2018 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oct 2018.
- H. H Fayek, K. R Davis, AM A. Ghany, O.H Abdalla, “Configuration of WAMS and Pilot Bus Selection for Secondary Voltage Control in the Egyptian Grid,” 2018 North American Power Symposium (NAPS), Oct 2018. View.
- C. Klauber, G. P. Juvekar, K. Davis, T. Overbye, K. Shetye, “The potential for a gic-inclusive state estimator,”2018 North American Power Symposium (NAPS), Sep 2018. View
- K. Raghunath, K. Davis, “Mitigation of Distributed Controller Failure,” 2018 Clemson University Power Systems Conference (PSC), Sep 2018.
- A. B. Birchfield, T. J Overbye, K. R Davis, “Educational applications of large synthetic power grids,” IEEE Transactions on Power Systems, July 2018. View
- Y. Cao, K. Davis, S. Zonouz, “A framework of smart and secure power electronics driven HVAC thermal inertia in distributed power systems,” 2018 IEEE Green Technologies Conference (GreenTech), April 2018. View
- H. Huang, K. Davis, “Extracting substation cyber-physical architecture through intelligent electronic devices data,”2018 IEEE Texas Power and Energy Conference (TPEC), Feb 2018
- S. Hossain-McKenzie, M. Kazerooni, K. Davis, S. Etigowni, S. Zonouz, “Analytic Corrective Control Selection for Online Remedial Action Scheme Design in a Cyber Adversarial Environment,” IET Cyber-Physical Systems: Theory & Applications, Oct. 2017, DOI: 10.1049/iet-cps.2017.0014 IET Digital Library. View
- S. Etigowni, M. Cintuglu, M. Kazerooni, S. Hossain, P. Sun, K. Davis, O. Mohammed, S. Zonouz, “Cyber-air-gapped detection of controller attacks through physical interdependencies,”2017 IEEE International Conference on Smart Grid Communications (SmartGridComm), Oct.2017. View
- S. Hossain-McKenzie, K. Davis, M. Kazerooni, S. Etigowni, S. Zonouz, “Distributed controller role and interaction discovery,”2017 19th International Conference on Intelligent System Application to Power Systems (ISAP), Sep. 2017. View
- J. Johnson, S. Hossain-McKenzie, U. Bui, S. Etigowni, K. Davis, S. Zonouz, “Improving power system neural network construction using modal analysis” 2017 19th International Conference on Intelligent System Application to Power Systems (ISAP), Sep 2017. View
- K. R. Davis, R. Berthier, S. Zonouz, G. Weaver, R. B. Bobba, E. Rogers, P. W. Sauer, D. M. Nicol, “Cyber-Physical Security Assessment for Electric Power Systems,” IEEE-HKN: The Bridge, 2016.
- G. A Weaver, K. Davis, C. M. Davis, E. J Rogers, R. B. Bobba, S. Zonouz, R. Berthier, P. W. Sauer, D. M. Nicol, “Cyber-Physical Models for Power Grid Security Analysis: 8-substation Case,” 2016 IEEE International Conference on Smart Grid Communications (SmartGridComm), Sydney, NSW, 2016, pp. 140-146. View
- K. R. Davis, C. M. Davis, S. A. Zonouz, R. B. Bobba, R. Berthier, L. Garcia, P. W. Sauer, “A Cyber-Physical Modeling and Assessment Framework for Power Grid Infrastructures,” IEEE Transactions on in Smart Grid, vol.6, no.5, pp.2464-2475, Sept. 2015. View
- S. A. Zonouz, C. M. Davis, K. R. Davis, R. Berthier, R. B. Bobba, W. H. Sanders, “SOCCA : A Security-Oriented Cyber-physical Contingency Analysis in Power Infrastructures,” IEEE Transactions on Smart Grid, vol.5, no.1, pp.3-13, Jan. 2014 (selected as Significant Research in Cyber Security, National Security Agency (NSA) Science of Security Virtual Organization SOS-VO). View
- K. R Davis, S. Dutta, T. J Overbye, J. Gronquist, “Estimation of transmission line parameters from historical data,” 2013 46th Hawaii International Conference on System Sciences, January 2013. View
- S. Zonouz, K. M. Rogers, R. Berthier, R. B. Bobba, W. H. Sanders, T. J. Overbye, “SCPSE: Security-Oriented Cyber-Physical State Estimation for Power Grid Critical Infrastructures,” IEEE Transactions on Smart Grid, Volume: 3, Issue: 4, Dec. 2012. View.
- K. R Davis, K. L Morrow, R. Bobba, E. Heine,”Power Flow Cyber Attacks and Perturbation-Based Defense” 2012 IEEE Third International Conference on Smart Grid Communications,Nov 2012. View
- R. Berthier, R. Bobba, M. Davis, K. Rogers, S. Zonouz, “State estimation and contingency analysis of the power grid in a cyber-adversarial environment,” NIST Workshop on Cybersecurity for Cyber-Physical Systems, April 2012 .View
- K. L. Morrow, E. Heine, K. M. Rogers, R. B. Bobba, T. J. Overbye, “Topology Perturbation for Detecting Malicious Data Injection,”2012 45th Hawaii International Conference on System Sciences, Maui, Feb 2012. View
- B. C Lesieutre, K. M Rogers, T. J Overbye, A. R Borden, “A sensitivity approach to detection of local market power potential,” IEEE Transactions on Power Systems, Nov 2011. View
- R. B Bobba, K. M Rogers, Q. Wang, H. Khurana, K. Nahrstedt, T. J Overbye, “Detecting false data injection attacks on dc state estimation,” First Workshop on Secure Control Systems, CPSWEEK, April 2010. View
- K. M Rogers, R. Klump, H. Khurana, T. J Overbye, “Smart-grid-enabled load and distributed generation as a reactive resource,” 2010 Innovative Smart Grid Technologies (ISGT), January 2010. View