Publications

[Google Scholar]

Books and Book Chapters

  1. H. Badihi, "Smart Grid Resilience", In: Handbook of Smart Energy Systems, Eds. by M. Fathi, E. Zio, and P. M. Pardalos, Springer Nature, Switzerland, 2022 (Invited book chapter).

  2. F. Bilendo, H. Badihi, and N. Lu, "Wind Turbine Anomaly Detection Based on SCADA Data", In: Handbook of Smart Energy Systems, Eds. by M. Fathi, E. Zio, and P. M. Pardalos, Springer Nature, Switzerland, 2022 (Invited book chapter).

Selected Journal Papers

  1. X. Zhang, H. Badihi, S. Jadidi, Z. Yu, and Y. M. Zhang, "Intelligent fault-tolerant active power control using reinforcement learning for offshore wind farms", IEEE Access, vol. 12, pp. 83782-83795, 2024.

  2. S. Jadidi, H. Badihi, and Y. M. Zhang, "Active fault-tolerant and attack-resilient control for a renewable microgrid against power-loss faults and data integrity attacks", IEEE Transactions on Cybernetics, vol. 54, no. 4, pp. 2113-2128, 2024.

  3. S. Jadidi, H. Badihi, and Y. M. Zhang, "Hybrid fault-tolerant and attack-resilient cooperative control in an offshore wind farm", IEEE Transactions on Sustainable Energy, vol. 15, no. 2, pp. 1365-1379, 2024.

  4. F. Bilendo, N. Lu, H. Badihi, A. Meyer, U. Cali, and P. Cambron, "Multi-target normal behavior model based on heterogeneous stacked regressions and change-point detection for wind turbine condition monitoring", IEEE Transactions on Industrial Informatics, vol. 20, no. 4, pp. 5171-5181, 2024.

  5. H. Badihi, S. Jadidi, Z. Yu, Y. M. Zhang, and N. Lu, "Smart cyber-attack diagnosis and mitigation in a wind farm network operator", IEEE Transactions on Industrial Informatics, vol. 19, no. 9, pp. 9468-9478, 2023.

  6. S. Jadidi, H. Badihi, and Y. M. Zhang, "Design of an intelligent hybrid diagnosis scheme for cyber-physical PV systems at the microgrid level", International Journal of Electrical Power and Energy Systems, vol. 150, 2023.

  7. F. Bilendo, Angela Meyer, H. Badihi, N. Lu, P. Cambron, and B. Jiang, "Applications and modeling techniques of wind turbine power curve for wind farms—A review", Energies, vol. 16, no. 1, 2023.

  8. F. Bilendo, H. Badihi, N. Lu, P. Cambron, and B. Jiang, "A normal behavior model based on power curve and stacked regressions for condition monitoring of wind turbines", IEEE Transactions on Instrumentation & Measurement, vol. 71, pp. 1-13, 2022.

  9. H. Badihi, Y. M. Zhang, B. Jiang, P. Pillay, and S. Rakheja, "A comprehensive review on signal-based and model-based condition monitoring of wind turbines: Fault diagnosis and lifetime prognosis", Proceedings of the IEEE, vol. 110, no. 6, pp. 754-806, 2022.

  10. D. K. Saha, Md. E. Hoque, and H. Badihi, "Development of intelligent fault diagnosis technique of rotary machine element bearing: A machine learning approach", Sensors, An invited paper for the Special Issue on “ Recent Advances in Fault Diagnostics, Prognostics, and Intelligent Condition-Based Maintenance”, vol. 22, no. 3, 2022.

  11. S. Jadidi, H. Badihi, and Y. M. Zhang, "Fault-tolerant cooperative control of large-scale wind farms and wind farm clusters", Energies, An invited paper for the Special Issue on “Diagnosis and Fault Tolerant Control of Wind Energy Conversion Systems”, vol. 14, no. 21, 2021.

  12. H. Badihi, Y. M. Zhang, P. Pillay, and S. Rakheja, "Fault-tolerant individual pitch control for load mitigation in wind turbines", IEEE Transactions on Industrial Electronics, vol. 68, no. 1, pp. 532-543, 2021.

  13. H. Badihi, S. Jadidi, Y. M. Zhang, P. Pillay, and S. Rakheja, "Fault-tolerant cooperative control in a wind farm using adaptive control reconfiguration and control reallocation", IEEE Transactions on Sustainable Energy, vol. 11, no. 4, pp. 2119-2129, 2020.

  14. S. Jadidi, H. Badihi, and Y. M. Zhang, "Passive fault-tolerant control strategies for power converter in a hybrid microgrid", Energies, vol. 13, no. 21, 2020.

  15. Y. Ma, B. Jiang, G. Tao, and H. Badihi, "Minimum-eigenvalue-based fault-tolerant adaptive dynamic control for spacecraft", Journal of Guidance, Control, and Dynamics, vol. 43, no. 9, pp. 1764-1771, 2020.

  16. H. Badihi, Y. M. Zhang, P. Pillay, and S. Rakheja, "Application of FMRAC to fault-tolerant cooperative control of a wind farm with decreased power generation due to blade erosion/debris buildup", International Journal of Adaptive Control and Signal Processing, vol. 32, no. 4, pp. 628-645, 2018.

  17. H. Badihi, Y. M. Zhang, and H. Hong, "Fault-tolerant cooperative control in an offshore wind farm using model-free and model-based fault detection and diagnosis approaches", Applied Energy, vol. 201, pp. 284-307, 2017.

  18. H. Badihi, Y. M. Zhang, and H. Hong, "Active power control design for supporting grid frequency regulation in wind farms", Annual Reviews in Control, vol. 40, pp. 70-81, 2015.

  19. H. Badihi, Y. M. Zhang, and H. Hong, "Wind turbine fault diagnosis and fault-tolerant torque load control against actuator faults", IEEE Transactions on Control Systems Technology, vol. 23, no. 4, pp. 1351-1372, 2015.

  20. H. Badihi, Y. M. Zhang, and H. Hong, "Fuzzy gain-scheduled active fault-tolerant control of a wind turbine", Journal of the Franklin Institute, vol. 351, no. 7, pp. 3677-3706, 2014.

  21. A. Vargas-Martínez, L. I. Minchala Avila, Y. M. Zhang, L. E. Garza-Castañón, and H. Badihi, "Hybrid adaptive fault‐tolerant control algorithms for voltage and frequency regulation of an islanded microgrid", International Transactions on Electrical Energy Systems, vol. 25, no. 5, pp. 827-844, 2014.

Selected Conference Proceedings

  1. H. Wu, H. Badihi, Y. Xue, and M. Vilkko, "A normal behavior model based on machine learning for wind turbine cyber-attack detection", in Proc. of the International Workshop on Artificial Intelligence and Machine Learning for Energy Transformation (AIE), Vaasa , Finland, May 20-22, 2024.

  2. S. Jadidi, H. Badihi, and Y. M. Zhang, "Enhancing hierarchical fault-tolerant cooperative control in wind farms: The application of model predictive control and control reallocation", in Proc. of the 12th International Conference on Renewable Energy Research and Applications, Oshawa, Canada, August 29 - September 1, 2023.

  3. X. Zhang, H. Badihi, Z. Yu, M. Benbouzid, N. Lu, and Y. M. Zhang, "Application of reinforcement learning to wind farm active power control design", in Proc. of the IEEE Electrical Power and Energy Conference (EPEC 2022), Canada, December 5-7, 2022.

  4. F. Bilendo, H. Badihi, N. Lu, P. Cambron, and B. Jiang, "Imaging wind turbine fault signatures based on power curve and self-organizing map for image-based fault diagnosis", in Proc. of the 7th International Symposium on Advanced Control of Industrial Processes, Vancouver, BC, Canada, August 7-9, 2022.

  5. F. Bilendo, H. Badihi, N. Lu, P. Cambron, and B. Jiang, "Power curve-based fault detection method for wind turbines", in Proc. of the 11th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS 2022), Pafos, Cyprus, June 7-10, 2022.

  6. S. Jadidi, H. Badihi, and Y. M. Zhang, "Hybrid fault-tolerant and cyber-resilient control for PV system at microgrid framework", in Proc. of the 47th Annual Conference of the IEEE Industrial Electronics Society, Toronto, Canada, October 13-16, 2021.

  7. S. Jadidi, H. Badihi, and Y. M. Zhang, "Active cyber-resilient control for a PV system at microgrid level", in Proc. of the IEEE 4nd International Conference on Renewable Energy and Power Engineering (REPE 2021), Beijing, China, October 9-11, 2021.

  8. F. Bilendo, H. Badihi, N. Lu, P. Cambron, and B. Jiang, "An intelligent data-driven machine learning approach for fault detection of wind turbines", in Proc. of the 6th International Conference on Power and Renewable Energy (ICPRE 2021), Shanghai, China, September 17-20, 2021 (Best Student Paper Award).

  9. H. Badihi, S. Jadidi, Z. Yu, Y. M. Zhang, and N Lu, "Diagnosis and mitigation of smart cyber-attacks on an offshore wind farm network operator", in Proc. of the 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS 2021), Victoria, BC, Canada, May 10-13, 2021 (Best Presentation Paper Award).

  10. S. Jadidi, H. Badihi, and Y. M. Zhang, "Model-based active fault-tolerant control for power electronic converter in a hybrid AC/DC microgrid", in Proc. of the 33rd Chinese Control and Decision Conference (CCDC 2021), Kunming, China, May 22-24, 2021.

  11. S. Jadidi, H. Badihi, Z. Yu, and Y. M. Zhang, "Fault detection and diagnosis in power electronic converters at microgrid level based on filter bank approach", in Proc. of the IEEE 3nd International Conference on Renewable Energy and Power Engineering, Edmonton, Canada, October 9-11, 2020.

  12. S. Jadidi, H. Badihi, and Y. M. Zhang, "Fault diagnosis in microgrids with integration of solar photovoltaic systems: A review", in Proc. of the 21st IFAC World Congress, Berlin, Germany, July 12-17, 2020.

  13. S. Jadidi, H. Badihi, and Y. M. Zhang, "Passive fault-tolerant model predictive control of AC/DC PWM converter in a hybrid microgrid", in Proc. of the 21st IFAC World Congress, Berlin, Germany, July 12-17, 2020.

  14. S. Jadidi, H. Badihi, and Y. M. Zhang, "A review on operation, control and protection of smart microgrids with integration of renewable energy sources", in Proc. of the IEEE 2nd International Conference on Renewable Energy and Power Engineering, Toronto, Canada, November 2-4, 2019.

  15. S. Jadidi, H. Badihi, and Y. M. Zhang, "Passive fault-tolerant control of PWM converter in a hybrid AC/DC microgrid", in Proc. of the IEEE 2nd International Conference on Renewable Energy and Power Engineering, Toronto, Canada, November 2-4, 2019 (Best Presentation Paper Award).

  16. H. Badihi, S. Jadidi, Y. M. Zhang, C-Y. Su, and W-F. Xie, "AI-driven intelligent fault detection and diagnosis in a hybrid AC/DC microgrid", in Proc. of the 1st International Conference on Industrial Artificial Intelligence, Liaoning, China, July 2019.

  17. H. Badihi, S. Jadidi, and Y. M. Zhang, "Application of model reference adaptive PI control to FTCC of a wind farm", in IFAC-PapersOnLine, vol. 51, no. 24, pp. 280-285 (Proc. of the 10th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes), Warsaw, Poland, August 2018.

  18. H. Badihi and Y. M. Zhang, "Fault-tolerant individual pitch control of a wind turbine with actuator faults", in IFAC-PapersOnLine, vol. 51, no. 24, pp. 1133-1140 (Proc. of the 10th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes), Warsaw, Poland, August 2018.

  19. H. Badihi, Y. M. Zhang, S. Rakheja, and P. Pillay, "Model-based fault-tolerant pitch control of an offshore wind turbine", in IFAC-PapersOnLine, vol. 51, no. 18, pp. 221-226 (Proc. of the 10th IFAC Advanced Control of Chemical Processes), Shenyang, China, July 2018.

  20. H. Badihi and Y. M. Zhang, "Passive fault-tolerant cooperative control in an offshore wind farm", in Energy Procedia, vol. 105 (Proc. of the 8th International Conference on Applied Energy), Beijing, China, October 2016.

  21. H. Badihi, Y. M. Zhang, and H. Hong, "Model-free active fault-tolerant cooperative control in an offshore wind farm", in Proc. of the 3rd International Conference on Control and Fault-Tolerant Systems, Barcelona, Spain, September 2016.

  22. H. Badihi, Y. M. Zhang, and H. Hong, "Model-based active fault-tolerant cooperative control in an offshore wind farm", in Energy Procedia, vol. 103 (Proc. of the Applied Energy Symposium and Forum, REM2016: Renewable Energy Integration with Mini/Microgrid), Maldives, April 2016.

  23. H. Badihi, Y. M. Zhang, and H. Hong, "Active fault-tolerant control in a wind farm with decreased power generation due to blade erosion/debris build-up", in IFAC-PapersOnLine, vol. 48, no. 21 (Proc. of the 9th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes), Paris, France, September 2015.

  24. H. Badihi, J. S. Rad, Y. M. Zhang, and H. Hong, "Data-driven model-based fault diagnosis in a wind turbine with actuator faults", in Proc. of the ASME 2014 International Mechanical Engineering Congress & Exposition, Montreal, Canada, November 2014.

  25. H. Badihi, Y. M. Zhang, and H. Hong, "Design of a pole placement active power control system for supporting grid frequency regulation and fault tolerance in wind farms", in IFAC-PapersOnLine, vol. 47, no. 3 (Proc. of the 19th IFAC World Congress), Cape Town, South Africa, August 2014.

  26. H. Badihi, Y. M. Zhang, and H. Hong, "An active fault-tolerant control approach to wind turbine torque load control against actuator faults", in Proc. of the 32nd ASME Wind Energy Symposium, AIAA Science and Technology Forum and Exposition (SciTech), Maryland, USA, January 2014.

  27. H. Badihi, Y. M. Zhang, and H. Hong, "Model reference adaptive fault-tolerant control for a wind turbine against actuator faults", in Proc. of the 2nd International Conference on Control and Fault-Tolerant Systems (SysTol'13), Nice, France, October 2013.

  28. H. Badihi, Y. M. Zhang, and H. Hong, "A review on application of monitoring, diagnosis, and fault-tolerant control to wind turbines", in Proc. of the 2nd International Conference on Control and Fault-Tolerant Systems (SysTol'13), Nice, France, October 2013.

  29. H. Badihi, Y. M. Zhang, and H. Hong, "Fault-tolerant control design for a large off-shore wind turbine using fuzzy gain-scheduling and signal correction", in Proc. of the American Control Conference (ACC), Washington, DC, USA, June 2013.