Publications

Journal Articles

Aygul, K., Mohammadpourfard, M., Kesici, M., Kucuktezcan, F., & Genc, I. (2024). Benchmark of machine learning algorithms on transient stability prediction in renewable rich power grids under cyber-attacks. Internet of Things, 25, 101012.

Kesici, M., Mahdi, M., Yaslan, Y., Seker, S., & Genc, I. (2023). A novel integrated framework for real-time prediction of transient instabilities in power systems with their severity levels using deep learning. Sustainable Energy, Grids and Networks, 36, 101221.

Kesici, M., Mohammadpourfard, M., Aygul, K., & Genc, I. (2023). Deep learning-based framework for real-time transient stability prediction under stealthy data integrity attacks. Electric Power Systems Research, 221, 109424.

Tajdinian, M., Mohammadpourfard, M., Weng, Y., & Genc, I. (2023). Preserving microgrid sustainability through robust islanding detection scheme ensuring cyber-situational awareness. Sustainable Cities and Society, 104592.

Aksoy, N., & Genc, I. (2023). Energy Storage Management for Microgrids Using $ n $-Step Bootstrapping Gestion du stockage de l’énergie pour les micro-réseaux à l’aide d’un Bootstrapping en $ n $ étapes. IEEE Canadian Journal of Electrical and Computer Engineering.

Aksoy, N., & Genç, İ. (2023). Design of Graphical User Interface for Artificial Intelligence-Based Energy Management System for Microgrids. Electrica, 23(2).

Aksoy, N., & Genc, I. (2023). Predictive models development using gradient boosting based methods for solar power plants. Journal of Computational Science, 67, 101958.

Ozcelik, M. B., Kesici, M., Aksoy, N., & Genc, I. (2022). Reinforcement learning-based demand-side management by smart charging of electric vehicles. Electrical Engineering, 1-10.

Moradzadeh, A., Mohammadpourfard, M., Konstantinou, C., Genc, I., Kim, T., & Mohammadi-Ivatloo, B. (2022). Electric load forecasting under False Data Injection Attacks using deep learning. Energy Reports, 8, 9933-9945.

Msaddi, S., Motallebzadeh, M., Montakhabi, K., Yalcin, Y., & Genc, I. (2022). A decentralized emergency control scheme for power system transient stability enhancement based on model predictive control. Electric Power Systems Research, 209, 107984.

Moradzadeh, A., Mohammadpourfard, M., Genc, I., Şeker, Ş. S., & Mohammadi-Ivatloo, B. (2022). Deep learning-based cyber resilient dynamic line rating forecasting. International Journal of Electrical Power & Energy Systems, 142, 108257.

Ayvaz, A., & Genc, I. (2022). A novel optimization method for wind power investment considering economic and security concerns. Journal of Renewable and Sustainable Energy.

Mohammadpourfard, M., Weng, Y., Khalili, A., Genc, I., Shefaei, A., & Mohammadi-Ivatloo, B. (2022). Cyber-Physical Attack Conduction and Detection in Decentralized Power Systems. IEEE Access.

Jafarzadeh, S., Genc, I., & Nehorai, A. (2021). Real-time transient stability prediction and coherency identification in power systems using Koopman mode analysis. Electric Power Systems Research, 201, 107565.

Mohammadpourfard, M., Khalili, A., Genc, I., & Konstantinou, C. (2021). Cyber-Resilient Smart Cities: Detection of Malicious Attacks in Smart Grids. Sustainable Cities and Society, 75, 103116.

Saner, C. B., Yaslan, Y., & Genc, I. (2021). An ensemble model for wide-area measurement-based transient stability assessment in power systems. Electrical Engineering, 103(6), 2855-2869.

Jafarzadeh, S., Yaslan, Y., & Genc, I. (2021). Contingency‐based adaptive synthetic data generation to improve transient stability prediction in power systems. International Transactions on Electrical Energy Systems, 31(11), e13128.

Jafarzadeh, S., & Genc, V. I. (2021). Real-time transient stability prediction of power systems based on the energy of signals obtained from PMUs. Electric Power Systems Research, 192, 107005.

Jafarzadeh, S., Genc, V. M. I., & Cataltepe, Z. (2021). An online dynamic security assessment in power systems using rbf-r neural networks. IETE Journal of Research, 67(1), 36-48.

Ayvaz, A. & Genç, V. M. I. (2020). Information-gap decision theory based transient stability constrained optimal power flow considering the uncertainties of wind energy resources.  IET Renewable Power Generation,14(11), pp. 1946-1955.
doi:10.1049/iet-rpg.2019.1367

Mahdi, M., & Genç, V. M. I. (2019). A real-time self-healing methodology using model- And measurement-based islanding algorithms.
IEEE Transactions on Smart Grid, 10(2), 1195–1204.
doi:10.1109/TSG.2017.2760698
full text

Kucuktezcan, C. F., Genç, V. M. I., & Erol, O. K. (2019). Preventive and Corrective Control Actions on Power Systems via Heuristic Optimization Methods with Consecutive Search Space Reduction.
Electric Power Components and Systems, 47(1–2), 90–100.
doi:10.1080/15325008.2019.1575933
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Genc, V. M. I., & Caliskan, F. (2019). Unknown Input Observer Based Robust Actuator Fault Detection and Isolation in Interconnected Power Systems.
Balkan Journal of Electrical and Computer Engineering, 7(1), 6–14.
doi:10.17694/bajece.470308
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Saner, C. B., Kesici, M., Mahdi, M., Yaslan, Y., & Genç, V. M. İ. (2019). Güç Sistemlerinde Geçici Hal Kararsızlığının Arıza Öncesi Fazör Ölçümleri Kullanarak Karar Ağacı Tabanlı Kestirimi. (Early Prediction of Transient Instabilities Based on Pre-Fault Phasor Measurements using Decision Tree-based Methods).
Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi, 6–14.
doi:10.19113/sdufenbed.474888
full text (in Turkish)

Mahdi, M., & Genc, V. M. I. (2018). Post-fault prediction of transient instabilities using stacked sparse autoencoder.
Electric Power Systems Research, 164, 243–252.
doi:10.1016/j.epsr.2018.08.009
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Jafarzadeh, S., & Genç, V. M. I. (2018). Probabilistic dynamic security assessment of large power systems using machine learning algorithms.
Turkish Journal of Electrical Engineering and Computer Sciences, 26(3), 1479–1490.
doi:10.3906/elk-1709-247
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Beyranvand, P., Genç, V. M. I., & Çataltepe, Z. (2018). Multilabel learning for the online transient stability assessment of electric power systems.
Turkish Journal of Electrical Engineering and Computer Sciences, 26(5), 2661–2675.
doi:10.3906/elk-1805-151
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Küçüktezcan, C. F., & Genç, V. M. I. (2017). Dynamic security enhancement of power systems using mean-variance mapping optimization.
Turkish Journal of Electrical Engineering and Computer Sciences, 25(4), 3188–3200.
doi:10.3906/elk-1608-147
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Conference Proceedings

Mohammadpourfard, M., Ghanaatpishe, F., Weng, Y., Genc, I., & Sandıkkaya, M. T. (2022, September). Real-Time Detection of Cyber-Attacks in Modern Power Grids with Uncertainty using Deep Learning. In 2022 International Conference on Smart Energy Systems and Technologies (SEST) (pp. 1-6). IEEE.

Mohammadpourfard, M., Weng, Y., Genc, I., & Kim, T. (2022, May). An Accurate False Data Injection Attack (FDIA) Detection in Renewable-Rich Power Grids. In 2022 10th Workshop on Modelling and Simulation of Cyber-Physical Energy Systems (MSCPES) (pp. 1-5). IEEE.

Mohammadpourfard, M., Genc, I., Lakshminarayana, S., & Konstantinou, C. (2021, October). Attack Detection and Localization in Smart Grid with Image-based Deep Learning. In 2021 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm) (pp. 121-126). IEEE.

Kesici, M., Saner, C. B., Mahdi, M., Yaslan, Y., & Genc, V. M. I. (2019). Wide Area Measurement Based Online Monitoring and Event Detection Using Convolutional Neural Networks.
In ICSG 2019 – 7th International Istanbul Smart Grids and Cities Congress and Fair.
doi: 10.1109/SGCF.2019.8782365
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Kesici, M., Saner, C. B., Mahdi, M., Yaslan, Y., & Genc, V. M. I. (2019). An Optimal PMU Placement Scheme for Early Prediction of Transient Instabilities in Power Systems.
In ICSG 2019 – 7th International Istanbul Smart Grids and Cities Congress and Fair.
doi: 10.1109/SGCF.2019.8782314
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Saner, C. B., Kesici, M., Mahdi, M., Yaslan, Y., & Genc, V. M. I. (2019). Wide Area Measurement-based Transient Stability Prediction using Long Short-Term Memory Networks.
In ICSG 2019 – 7th International Istanbul Smart Grids and Cities Congress and Fair.
doi: 10.1109/SGCF.2019.8782391
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Ayvaz, A. , & Genc, V. M. I. (2019). Information Gap Decision Theory based Multi-objective OPF for a Power System with Wind Energy Resources.
In ICSG 2019 – 7th International Istanbul Smart Grids and Cities Congress and Fair.
DOI: 10.1109/SGCF.2019.8782428
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Kesici, M., Saner, C. B., Mahdi, M., Yaslan, Y., & Genç, V. M. İ. (2018). Güç Sistemlerinde Geçici Hal Kararsızlığının Ağaç Tabanlı Makine Öğrenmesi Yöntemleri ile Erken Tespiti. (Early Prediction of Transient Instabilities in Power Systems Using Tree Based Machine Learning Techniques).
In Cigre Güç Sistemleri Konferansı 2018.
doi:10.5281/zenodo.1482634
full text (in Turkish)

Saner, C. B., & Genç, V. M. İ. (2018). Mikro Şebekelerde Ada Durumuna Geçiş Dinamiklerinin İncelenmesi. (Analysis of Microgrid Islanding Transition Dynamics).
In Cigre Güç Sistemleri Konferansı 2018.
doi:10.5281/zenodo.1482578
full text (in Turkish)

Mahdi, M., & Genc, V. M. I. (2017). Artificial neural network based algorithm for early prediction of transient stability using wide area measurements.
In ICSG 2017 – 5th International Istanbul Smart Grids and Cities Congress and Fair, 17–21.
doi:10.1109/SGCF.2017.7947611
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Kucuktezcan, C. F., Genc, V. M. I., & Erol, O. K. (2017). An optimization method for preventive control using differential evolution with consecutive search space reduction.
In IEEE PES Innovative Smart Grid Technologies Conference Europe.
doi:10.1109/ISGTEurope.2016.7856215
full text

Mahdi, M., & Genc, V. M. I. (2017). K-means and fuzzy relational eigenvector centrality-based clustering algorithms for defensive islanding.
In IEEE PES Innovative Smart Grid Technologies Conference Europe.
doi:10.1109/ISGTEurope.2016.7856210
full text

Ph.D. Theses

Mahdi, M. (2018). Wide-area measurement-based early prediction and corrective control for transient stability in power systems.
Thesis no: 506374
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Kucuktezcan, C. F. (2015). Dynamic security enhancement of power systems via population based optimization methods integrated with artificial neural networks.
Thesis no: 397782
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Ayvaz, A. (2021) Security Constrained Optimal Power Flow Solution for Power Systems Including Wind Energy Generation

 

M.Sc. Theses

Yılmaz, K. (2022). Frequency Regulation of Islanded Microgrids with Fuzzy Controller Design.

Kesici, M. (2019). Wide area measurement based early prediction of power system transient instability and its evolution using deep learning and decision tree based algorithms.

Saner, C. B. (2019). An ensemble learning model for wide-area measurement based transient stability assessment in power systems.
in press

Al Waeli, A. M. J. K. (2017). Islanding detection for microgrids using machine learning techniques.
Thesis no: 485322
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Jafarzadeh, S. (2017). A probabilistic dynamic security assessment of large power systems using artificial neural networks.
Thesis no: 467089
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Somarin, H. M. (2016). Designing a microgrid stabilizer using sliding mode controller.
Thesis no: 421172
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Asgharian, V. (2016). Optimized and coordinated voltage regulation in electrical distribution systems with distributed generators.
Thesis no: 445053
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Mahdi, M. (2013). Slow coherency based islanding and dynamic equivalencing in interconnected power systems.
Thesis no: 335867
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