Katherine Davis

Publications

Books

  1. K. R. Davis, M. A. Pai, “Power Circuits and Electromechanics 2nd Edition,” Champaign: Stipes, August 2022.
    [Purchase Link] ISBN: 978-1-64617-334-1

Journal & Conference Papers

  1. K. A. Haque, K. Dunn, A. Sahu, A. E. Goulart, P. Wlazlo, K. R. Davis, “Improving Network-Based Security and Resilience of the Power Grid: Opportunities for Artificial Intelligence,” invited article for IEEE Power and Energy Magazine, Special Issue on Cybersecurity for Smart Grid in the AI Age, July 2026.
  2. S. Hossain-McKenzie, E. Payne, S. Sun, L. Blakely, G. Fragkos, C. Goes, N. Jacobs, A. Layton, K. Davis, “Structural and Temporal Analysis Real-Time Techniques (START) to Improve Understanding and Operation of Intertwined Cyber-Physical System Architectures,” IET Cyber-Physical Systems: Theory and Applications, July. 2026.
  3. H. Huang, V. Poor, K. Davis, “Exploring Power Systems’ Inherent Resilience Against Multi-Hazards: Ecological Robustness-Oriented Optimal Power Flow with Consideration of Reactive Power” accepted to IEEE Transactions on Network Science and Engineering, June 2026. Source, View.
  4. V. O’Brien, T. Kroeger, K. Ruehl, A. Holloway, S. Hossain-McKenzie, K. Davis, M. Bishop, “Containing Cyber Risks on Energy Critical Infrastructure: Effective Practices and Gaps,” invited paper for IEEE Security and Privacy, accepted June 2026.
  5. S. Sun, K. Haque, X. Huo, L. Al Homoud, S. Hossain-McKenzie, A. Goulart, K. Davis, “A Reinforcement Learning Engine with Reduced Action and State Space for Scalable Cyber-Physical Optimal Response,” IET Cyber-Physical Systems: Theory and Applications, April 2026. Source, View.
  6. M. Massaoudi, K. A. Haque, X. Huo, K. R. Davis, “FADEG: Feature-Adaptive Asymmetric Dynamic
    Reweighting GNN Ensemble-Based Intrusion Detection for Power Systems,” IEEE Open Journal of Industry Applications, March 2026. Source, View.
  7. P. Cordeiro, A. Chavez, M. Massaoudi, S. Hozzain-McKenzie, G. Fragkos, A. Reyna, A. Summers, K. Davis, T. Collins, K. Haque, “Design Principles and Experimental Analysis of Secure Data Exchange Approaches for Distributed Cyber-Physical Sensors in Electric Grid Systems,” Energy Informatics, Jan. 2026. Source, View.
  8. K. A. Haque, K. R. Davis, “DESTinE Block: Private Blockchain Based Data Storage Framework for Power System,” IEEE Access, Dec. 2025. Source, View
  9. M. R. Narimani, K. Davis, D. Molzahn, “Certifying the Nonexistence of Feasible Paths Between Power System Operating Points,” IEEE Control Systems Letters (L-CSS), Dec. 2025. Source, View.
  10. C. Keçeci, K. R. Davis and E. Serpedin, “Federated Learning-Based Distributed Localization of False Data Injection Attacks on Smart Grids,” in IEEE Systems Journal, 2025. Source, View
  11. C. Keçeci, R. Atat, M. Ismail, K. Davis, E. Serpedin, “Distributed Detection and Mitigation of FDIAs in Smart Grids via Federated Learning,” International Journal of Electrical Power & Energy Systems, Sept. 2025. Source,
  12. S. Israel, S. Kunkolienkar, A. Goulart, K. Davis, T. Overbye, “A Scalable Automatic Model Generation Tool for Cyber-Physical Network Topologies and Data Flows for Large-Scale Synthetic Power Grid Models,” ACM Transactions on Cyber-Physical Systems, Aug. 2025. Source, View.
  13. K. A. Haque, S. Sun, X. Huo, A. E. Goulart, K. R. Davis, “Scalable Discrete Event Simulation Tool for LargeScale Cyber-Physical Energy Systems: Advancing System Efficiency and Scalability,” IEEE Access, June 2025. Source, View.
  14. M. Massaoudi, K. R. Davis, K. A. Haque, “An Efficient Framework for Multi-DER Integration in Distribution Networks with Time-Series Demand Flexibility,” IEEE Access, May 2025. Source, View.
  15. X. Huo, J. Leiden, E. Payne, A. Layton, K. R. Davis, “Cyber-physical intrusion response: The role of AI in resilient power system operation,” invited paper for Oxford Energy Forum, special issue on Artificial Intelligence and its Implications for Electricity Systems, May 2025. Source, View.
  16. M. Massaoudi, K. R. Davis, “Adaptive PPO with Multi-Armed Bandit Clipping and Meta-Control for Robust Power Grid Stability Under Adversarial Attacks,” IEEE Access, April 2025. Source, View.
  17. M. Massaoudi, M. E. Eddin, H. Abu-Rub, A. Gharayeb and K. R. Davis, “Online Transient Stability Assessment Under Concept Drift: An ARF Method Assisted Federated Learning for Data Streams,” in IEEE Internet of Things Journal, 2025. Source, View
  18. K. Akramul Haque, M. Massaoudi, L. Al Homoud, K. R. Davis, M. Kabalan and H. Salamy, “Cyber-Physical Emulation and Threat Scenario Simulation for Enhanced Microgrid Resilience,” in IEEE Access, vol. 13, pp. 101455-101471, 2025. Source, View
  19. M. Massaoudi and K. R. Davis, “SPARQ: A Cyber‑Resilient Voltage Regulation Using Soft Q‑Learning Approach for Autonomous Grid Operations,” IEEE Access, vol. 13, pp. 43830–43842, Mar. 2025. Source, View
  20. T.J. Overbye, K. Davis, G.T. Heydt, L. Roald, “Survey of High Impact Electric Power System Papers, 1975-2024,” 2025 IEEE Texas Power and Energy Conference (TPEC), College Station, TX, February 2025. Source, View
  21. M. Massouadi, K. R. Davis, “Analysis and Quantification of Demand Flexibility for Resilient Distribution Networks: A Systematic Review,” IEEE Access, Feb. 2025. Source, View.
  22. M. Islam, R. Atat, M. Ismail, K. Davis, E. Serpedin, “Enhancing Power Grid Management and Incident Response Mechanisms Through Consortium Blockchain,” IET Smart Grid, Dec. 2024. Source, View.
  23. X. Huo, H. Huang, K. R. Davis, H. V. Poor, Mingxi Liu, “A Review of Scalable and Privacy-Preserving MultiAgent Frameworks for Distributed Energy Resource Control,” Advances in Applied Energy, Dec. 2024. Source, View.
  24. L. Al Homoud, N. Barpanda, V. Bobato, A. Goulart, K. Davis, M. Rice, “Analyzing a Multi-Stage Cyber Threat and Its Impact on the Power System,” IET Cyber-Physical Systems: Theory and Applications, Dec. 2024. Source, View.
  25. S. Fahim, R. Atat, C. Kececi, A. Takkidin, M. Ismail, K. Davis, E. Serpedin, “Graph Neural Network-Based Approach for Detecting False Data Injection Attacks on Voltage Stability,” IEEE Open Access Journal on Power and Energy, Sept. 2024. Source, View.
  26. E. Payne, S. Hossain-McKenzie, N. Jacobs, K. Davis, A. Layton, “Analyzing Cyber-Physical Modularity and Interdependence Using Bio-Inspired Graph Modeling,” IEEE Access, Aug. 2024. Source, View.
  27. S. Fahim, R. Atat, C. Kececi, A. Takkidin, M. Ismail, K. Davis, E. Serpedin, “Dynamic Spatio-Temporal Planning Strategy of EV Charging Stations and DGs Using GCNN-Based Predicted Power Demand,” IEEE Transactions on Intelligent Transportation Systems, Aug. 2024. Source, View. 
  28. M. R. Narimani, D. Molzhan, K. Davis, M. Crow, “Tightening QC Relaxations of AC Optimal Power Flow through Improved Linear Convex Envelopes,” IEEE Transactions on Power Systems, Aug. 2024. Source, View.
  29. S. Sun, H. Huang, E. Payne, S. Hossain-McKenzie, N. Jacobs, H. Poor, A. Layton, K. Davis, “A graph embedding-based approach for automatic cyber-physical power system risk assessment to prevent and mitigate threats at scale.”, IET Cyber-Physical Systems, June 2024. Source, View
  30. L. Blakely, G. Fragkos, S. Hossain-McKenzie, C. Goes, A. Summers, K. Haque, K. Davis, “A Comparison Study of Feature Extraction and Data Fusion Techniques for Improving Cyber-Physical Situational Awareness,” 2024 IEEE/PES Transmission and Distribution Conference and Exposition (T&D), May 2024 Source, View
  31. L. Al Homoud, K. Davis, S. Hossain-McKenzie, N. Jacobs, “CyberDep: Towards the Analysis of Cyber-Physical Power System Interdependencies Using Bayesian Networks and Temporal Data,” Kansas Power and Energy Conference, Manhattan, Kansas, April 25-26th, 2024. Source, View
  32. H. Huang, H. Vincent Poor, K. Davis, T. Overbye, A. Layton, A. Goulartm, S. Zonouz, “Toward Resilient Modern Power Systems: From Single-Domain to Cross-Domain Resilience Enhancement,” in Proceedings of the IEEE, vol. 112, no. 4, pp. 365-398, April 2024 Source, View
  33. K. Davis and S. Sun, “Needle-in-the-Haystack: On Automatic Risk-based Searching to Stop Cyber-Physical Threats in Large-Scale Power Systems”, 58th Annual Conference on Information Sciences and Systems (CISS), March 2024. Source, View
  34. K. Davis, L. B. Kish, C. Singh, “Smart Grids Secured by Dynamic Watermarking: How Secure?” accepted to Fluctuation and Noise Letters, March 2024. Source, View
  35. E. Payne, S. Sun, A. Layton, K. Davis, S. Hossain-McKenzie, N. Jacobs, “Insight Into Cyber Information Flow Interdependencies Using Bio-inspired Topologies,” 58th Annual Conference on Information Sciences and Systems, March 2024. Source, View
  36. A. Chatterjee, H. Huang, R. Malak, K. Davis, A. Layton, “Extending Ecological Network Analysis to Design Resilient Cyber-Physical System of Systems,” IEEE Open Journal of Systems Engineering, Feb. 2024. Source, View
  37. A. Umunnakwe, S. Sun, K. Davis, “Toward Proactive Cyber-Physical-Human Risk Assessment in Power Systems,” IEEE Texas Power and Energy Conference (TPEC) 2024, Feb. 2024. Source, View
  38. S. Sun, S. Hossain-McKenzie, L. Al Homoud, K. Haque, A. Goulart, K. Davis, “An AI-based Approach for Scalable Cyber-physical Optimal Response in Power Systems,” IEEE Texas Power and Energy Conference (TPEC) 2024, Feb. 2024. Source, View
  39. K. A. Haque, K. Davis, L. Blakely, S. Hossain-McKenzie, G. Fragkos, C. Goes, “Multimodal Learning in Cyber-Physical System: A Deep Dive with WSCC 9-Bus System”, 2024 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), Feb. 2024. Source, View
  40. N. Jacobs, S. Hossain‐McKenzie, S. Sun, E. Payne, A. Summers, L. Al‐Homoud, A. Layton, K. Davis, C. Goes, “Leveraging graph clustering techniques for cyber‐physical system analysis to enhance disturbance characterisation”, IET Cyber‐Physical Systems: Theory & Applications, Feb 2024. Source, View
  41. S. R. Fahim, R. Atat, C. Kececi, A. Takiddin, M. Ismail, K. R. Davis, E. Serpedin, “Graph Autoencoder-Based Power Attacks Detection for Resilient Electrified Transportation Systems”, IEEE Transactions on Transportation Electrification, January 2024. Source, View
  42. M. Massaoudi, K. R. Davis, H. Abu-rub, A. Ghrayeb, T. Huang, “Accurate Joint Detection of False Data Injection Attacks on Islanded PV Output Power and State of Health Estimation of Lithium-Ion Batteries”, 4th International Conference on Smart Grid and Renewable Energy, Doha, Qatar. January 2024. Source, View
  43. S. Rahman Fahim, R. Atat, C. Kececi, A. Takiddin, M. Ismail, K. R. Davis, E. Serpedin, “Forecasting EV Charging Demand: A Graph Convolutional Neural Network-Based Approach”,  4th International Conference on Smart Grid and Renewable Energy, Doha, Qatar. January 2024. Source, View
  44. H. Huang, H. Vincent Poor, K. Davis, “Inclusion of Reactive Power into Ecological Robustness-Oriented Optimal Power Flow for Enhancing Power System Resilience”, 57th Hawaii International Conference on Science Sciences (HICSS), Honolulu, HI, January 2024. Source, View
  45. L. Al Homoud, N. Barpanda, A. Goulart, K. Davis, M. Rice, “On Grid Resiliency: Cyber-Physical Detection Tool Evaluated in a Multi-Stage Attack Scenario,” 2023 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), October 2023. Source, View
  46. P. Dehghanian, A. Zhang, R. Fatima, J. Snodgrass, A.B. Birechfield, K.R. Davis, T.J. Overbye, “An Integrated Assessment of a G3 GMD Event on Large-Scale Power Grids: From Magnetometer Data To Geomagnetically Induced Current Analysis”, accepted to IEEE Transactions on Industry Applications (Early Access), October 2023, pp.1-12. Source, View
  47. A. Umunnakwe, K. Davis, “An Optimization of UAV-Based Remote Monitoring for Improving Wildfire Response in Power Systems,” IEEE Open Access Journal of Power and Energy, Oct. 2023. Source, View
  48. A. Umunnakwe, K. Davis, “A Data-Driven Automated Mitigation Approach for Resilient Wildfire Response in Power Systems,” IEEE Open Access Journal of Power and Energy, Oct. 2023. Source, View.
  49. A. Karngala, R. Guthrie, K. Davis, C. Singh, “Toward an Integrated Reliability Assessment Framework for Geomagnetic Disturbances,” 2023 North American Power Symposium (NAPS), October 2023. Source, View
  50. S. Sun, E. Payne, A. Layton, K. Davis, S. Hossain-McKenzie, N. Jacobs, “Bio-Inspired and AI DeepWalk Based Approach to Understand Cyber-Physical Interdependencies of Power Grid Infrastructure,” 2023 North American Power Symposium (NAPS), October 2023. Source, View
  51. T.J. Overbye, K.R. Davis, A.B. Birchfield, “The Electric Grid and Severe Resiliency Events.”, National Academy of Engineering Bridge Journal, issue on Engineering the Energy Transition, vol. 53, no. 2, Summer 2023, pp. 73-79. Source, View
  52. H. Huang, P. Wlazlo, A. Sahu, A. Walker, A. Goulart, K. Davis, L. Swiler, E. Vugrin, T. Tarman, “Validating an emulation-based cybersecurity model with a physical testbed,” accepted to IEEE Transactions on Dependable and Secure Computing, Sept. 2023. Source, View, Dataset
  53. A. Takiddin, M. Ismail, R. Atat, K. Davis, E. Serpedin, “Robust Graph Autoencoder-Based Detection of False Data Injection Attacks Against Data Poisoning in Smart Grids”, published in IEEE Transactions on Artificial Intelligence, June 2023. Source, View
  54. A. Takiddin, R. Atat, M. Ismail, K. Davis, E. Serpedin, “A Graph Neural Network Multi-Task Learning-Based Approach for Detection and Localization of Cyberattacks in Smart Grids”, published in ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), June 2023. Source View
  55. H. Huang, Z. Mao, V. Panyam, A. Layton, K. Davis, “Ecological Robustness-Oriented Grid Network Design for Resilience Against Multiple Hazards”, published in IEEE Transactions on Power Systems, March 2023. Source, View
  56. S. Hossain-McKenzie, N. Jacobs, A. Summers, R. Adams, C. Goes, A. Chatterjee, A. Layton, K. Davis, H. Huang, “Towards the Characterization of Cyber-Physical System Interdependencies in the Electric Grid”, published in 2023 IEEE Power and Energy Conference at Illinois (PECI), March 2023. Source, View
  57. P. Cordeiro, A. Chavez, S. Hossain-McKenzie, A. Stenger, S. Bayless, R. Clark, S. Behrendt, J. Hawkins, K. Davis, “Considerations for Secure Data Exchange to Achieve Cyber-Physical Situational Awareness in the Electric Grid”, published in 2023 IEEE Power and Energy Conference at Illinois (PECI), March 2023. Source, View
  58. R. Guthrie, K. Davis, “Polynomial Fitting and Analysis of Geomagnetic Disturbance Impacts”, published in 2023 IEEE Texas Power and Energy Conference (TPEC), February 2023. Source, View
  59. E. Cope, H. Huang, A. Sahu, K. Davis, “A Common Automation Framework for Cyber-Physical Power System Studies”, published in 2023 IEEE Texas Power and Energy Conference (TPEC), February 2023. Source, View
  60. L. Al Hamoud, K. Davis, “Distributed Energy Resources: A Review, Modeling, and Cyber-Physical Potential of Solar and Wind Generation”,  puublished in 2023 IEEE Texas Power and Energy Conference (TPEC), February 2023. Source, View
  61. J. Griffin. B. Kruse, M. S. Bitar, J. Snodgrass, K. Davis, T. Overbye, “Properties of Geomagnetic Disturbances and How they Might Affect Power Systems: An Analysis of Past Geomagnetic Disturbances”, published in 2023 IEEE Texas Power and Energy Conference (TPEC), February 2023. Source, View
  62. A. Sahu, K. Davis, “Inferring Adversarial Behaviour in Cyber‐physical Power Systems Using a Bayesian Attack Graph Approach”, published in IET Cyber‐Physical Systems: Theory & Applications, February 2023. Source, View
  63. 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. Source, View
  64. R. Atat, M. Ismail, K.R. Davis, E. Serpedin, “Large-Scale Cascading Failure Mitigation in Power Systems via Typed-Graphlets Partitioning“, 2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), January 2023. Source, View
  65. A. Umunnakwe, A. Alimi, K.R. Davis, K.L. Butler-Purry, “Improving Situational Awareness in Power Grids of Developing Countries: A Case Study of the Nigerian Grid“, 2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT),  January 2023. Source, View
  66. 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. Source, View
  67. 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. Source, View
  68. 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. Source, View
  69. 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. Source, View
  70. 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. Source, View
  71. O Boyaci, M.R. Narimani, K Davis, E Serpedin, “Infinite Impulse Response Graph Neural Networks for Cyberattack Localization in Smart Grids”, 2022. Source, View
  72. 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. Source, View
  73. 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). Source, View
  74. 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). Source, View
  75. 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. Source, View
  76. 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. Source, View
  77. 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. Source, View
  78. 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. Source, View
  79. 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. Source, View
  80. 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. Source, View
  81. 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. Source, View
  82. 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. Source, View
  83. 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). Source, View
  84. 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. Source, View
  85. 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. Source, View
  86. 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. Source, View
  87. 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. Source, View
  88. 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. Source, View
  89. 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. Source, View
  90. 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. Source, View
  91. A. Umunnakwe, H. Huang, K. Oikonomou, K. Davis, “Quantitative Analysis of Power Systems Resilience: Standardization, Categorizations, and Challenges,” Renewable and Sustainable Energy Reviews, 2021. Source, View
  92. 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. Source, View
  93. 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. Source, View
  94. 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. Source, View
  95. 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. Source, View
  96. M. Soetan, Z. Mao, K. Davis, “Statistics for Building Synthetic Power System Cyber Models,” Power and Energy Conference at Illinois 2021. Source, View
  97. A. Umunnakwe, A. Sahu, K. Davis, “Multi-Component Risk Assessment Using Cyber-Physical Betweenness Centrality,” PowerTech 2021. Source, View
  98. A. Sahu, K. Davis, “Structural Learning Techniques for Bayesian Attack Graphs in Cyber Physical Power Systems,” Texas Power and Energy Conference 2021. Source, View
  99. 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. Source, View
  100. 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. Source, View
  101. 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. Source, View
  102. 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. Source, View
  103. 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. Source, View
  104. 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. Source, View
  105. 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. Source, View
  106. C. Klauber, K. Shetye, T. Overbye and K. Davis, “A GIC Estimator for Electric Grid Monitoring During Geomagnetic Disturbances,” IEEE Transactions on Power Systems, 2020.
  107. W. Jang, H. Huang, K. Davis, T. Overbye, “Considerations in the Automatic Development of Electric Grid Restoration Plans,” IEEE North American Power Symposium 2020. Source, View
  108. 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. Source, View
  109. 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. Source, View
  110. 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. Source, View
  111. S. H. McKenzie, E. Vugrin, K. Davis, “Enabling Online, Dynamic Remedial Action Schemes by Reducing the Corrective Control Search Space,” IEEE SmartGridComm 2020. Source, View
  112. 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. Source, View
  113. V. Panyam, H. Huang, K. Davis, A. Layton, “Bio-Inspired Design for Robust Power Networks,” Applied Energy, vol. 251, no. 1, October 2019.
  114. 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. Source, View
  115. 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. Source, View
  116. 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. Source, View
  117. 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. Source, View
  118. 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. Source, View
  119. 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. Source, View
  120. 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. Source, View
  121. 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. Source, View
  122. 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. Source, View
  123. 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. Source, View
  124. 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. Source, View
  125. 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. Source, View
  126. Z. Mao, H. Huang, K. Davis, “W4IPS: A Web-based Interactive Power System Simulation Environment for Power System Security Analysis,” Sep.2019. Source, View
  127. 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. Source, View
  128. 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. Source, View
  129. G. Prakash Juvekar, K. Davis, “MATGMD: A Tool for Enabling GMD Studies in MATLAB,” 2019 IEEE Texas Power and Energy Conference (TPEC), Feb 2019. Source, View
  130. 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. Source, View
  131. V. Panyam, H. Huang, K. Davis, A. Layton, “An ecosystem perspective for the design of sustainable power systems,” Procedia CIRP, Jan. 2019. Source, View
  132. 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. Source, View
  133. 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. Source, View
  134. 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. Source, View
  135. 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. Source, View.
  136. 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. Source, View
  137. K. Raghunath, K. Davis, “Mitigation of Distributed Controller Failure,” 2018 Clemson University Power Systems Conference (PSC), Sep 2018. Source, View
  138. A. B. Birchfield, T. J Overbye, K. R Davis, “Educational applications of large synthetic power grids,” IEEE Transactions on Power Systems, July 2018. Source, View
  139. 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. Source, View
  140. H. Huang, K. Davis, “Extracting substation cyber-physical architecture through intelligent electronic devices data,”2018 IEEE Texas Power and Energy Conference (TPEC), Feb 2018. Source, View
  141. 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. Source, View
  142. 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. Source, View
  143. 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. Source, View
  144. 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. Source, View
  145. 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. Source, View
  146. 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. Source, View
  147. 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. Source, View
  148. 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). Source, View
  149. 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. Source, View
  150. 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. Source, View.
  151. 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. Source, View
  152. 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. Source, View
  153. 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. Source, View
  154. 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. Source, View
  155. 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. Source, View
  156. 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. Source, View