Design of Optimal Fuzzy Logic Load Frequency Controller for Smart Grid Under Resonance Attacks

International Journal of Electrical and Electronics Engineering

© 2025 by SSRG - IJEEE Journal

Volume 12 Issue 3

Year of Publication : 2025

Authors : Md Khaled Momeni, M. Ravindra Babu, K. Poorna Rajeswari, K. Rama Sudha

10.14445/23488379/IJEEE-V12I3P107

How to Cite?

Md Khaled Momeni, M. Ravindra Babu, K. Poorna Rajeswari, K. Rama Sudha, "Design of Optimal Fuzzy Logic Load Frequency Controller for Smart Grid Under Resonance Attacks," SSRG International Journal of Electrical and Electronics Engineering, vol. 12,  no. 3, pp. 63-73, 2025. Crossref, https://doi.org/10.14445/23488379/IJEEE-V12I3P107

Abstract:

This has a look at investigates Load Frequency Control (LFC) in electric power systems, emphasizing the utility of Fuzzy Logic Controllers (FLC) to deal with stability worries, significantly in resonance attack situations. FLCs, known for their adaptability and integration of professional knowledge, rely upon nicely defined rule bases and membership functions for powerful management. To enhance control approach robustness, the study proposes using the Fuzzy C-means Clustering Method (FCM) for the best rule-based technology, especially beneath resonance attack situations. Generating the guideline base includes studying system dynamics and using phase-plane plots of controller inputs. Resonance attacks, in which outside manipulation objectives system stability via frequency rate modifications, are taken into consideration. Comparative evaluation among the proposed FCM-primarily based controller, traditional controllers, and unique fuzzy controllers is carried out to assess performance beneath numerous situations, along with resonance attacks and generation rate constraints. This study aims to illustrate the efficacy of superior management strategies in bolstering power system resilience in opposition to outside disturbances, thereby contributing to better balance and reliability in electric power systems.

Keywords:

Load Frequency Control (LFC), Resonance attacks, Optimized fuzzy controller design, Fuzzy C-means Clustering Method (FCM).

References:

[1] Manoj Kumar et al., “Resonance Attacks Detection and Mitigation Control Scheme on Frequency Regulation in Multi-Area Smart Grid,” International Journal of Control, vol. 96, no. 9, pp. 2212-2229, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[2] Yongdong Wu et al., “Resonance Attacks on Load Frequency Control of Smart Grids,” IEEE Transactions on Smart Grid, vol. 9, no. 5, pp. 4490-4502, 2018.
[CrossRef] [Google Scholar] [Publisher Link]
[3] D.K. Chaturvedi, P.S. Satsangi, and P.K. Kalra, “Load Frequency Control: A Generalized Neural Network Approach,” International Journal of Electric Power and Energy Systems, vol. 21, no. 6, pp. 405-415, 1999.
[CrossRef] [Google Scholar] [Publisher Link]
[4] Abani Mohan Panda, “Automatic Generation Control of Multi-Area Interconnected Power System Considering Non-Linearity Due to Governor Dead Band,” Archives of Control Sciences, vol. 7, no. XLIII, pp. 285-299, 1998.
[Google Scholar] [Publisher Link]
[5] Gayadhar Panda, Sidhartha Panda, and Cemal Ardil, “Hybrid Neuro Fuzzy Approach for Automatic Generation Control of Two-Area Interconnected Power System,” International Journal of Computer Intelligence, vol. 5, no. 1, pp. 80-84, 2009.
[Google Scholar]
[6] Hao Ying, Fuzzy Control and Modeling: Analytical Foundations and Applications, Wiley-IEEE Press, 2000.
[Google Scholar] [Publisher Link]
[7] Hao Ying, William Siler, and James J. Buckley, “Fuzzy Control Theory: A Nonlinear Case,” Automatica, vol. 26, no. 3, pp. 513-520, 1990.
[CrossRef] [Google Scholar] [Publisher Link]
[8] H. Shayeghi, A. Jalili, and H.A. Shayanfar, “Multi-Stage Fuzzy Load Frequency Control Using PSO,” Energy Convertion and Management, vol. 49, no. 10, pp. 2570-2580, 2008.
[CrossRef] [Google Scholar] [Publisher Link]
[9] H. Ying, “Deriving Analytical Input-Output Relationship for Fuzzy Controllers Using Arbitrary Input Fuzzy Sets and Zadeh Fuzzy and Operator,” IEEE Transactions on Fuzzy Systems, vol. 14, no. 5, pp. 654-662, 2006.
[CrossRef] [Google Scholar] [Publisher Link]
[10] Jihong Lee, “On Methods for Improving Performance of PI-Type Fuzzy Logic Controllers,” IEEE Transactions on Fuzzy Systems, vol. 1, no. 4, pp. 298-301, 1993.
[CrossRef] [Google Scholar] [Publisher Link]
[11] James C. Bezdek, Pattern Recognition with Fuzzy Objective Function Algorithms, Plenum Press, 1st ed., 1981.
[Google Scholar] [Publisher Link]
[12] Jerry M. Mendel, Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions, Upper Saddle River, NJ, Prentice Hall PTR, 2001.
[Google Scholar] [Publisher Link]
[13] Jerry M. Mendel, “Advances in Type-2 Fuzzy Sets and Systems,” Information Sciences, vol. 177, no. 1, pp. 84-110, 2007.
[CrossRef] [Google Scholar] [Publisher Link]
[14] L. Chiu Stephen, “Fuzzy Model Identification Based on Cluster Estimation,” Journal of Intelligent & Fuzzy Systems, vol. 2, no. 3, pp. 267-278, 1994.
[CrossRef] [Google Scholar] [Publisher Link]
[15] Katsumi Yamashita, and Hayao Miyagi, “Multivariable Self-Tuning Regulator for Load Frequency Control System with Interconnection of Voltage on Load Demand,” IEE Proceedings D (Control Theory and Applications), vol. 138, no. 2, 1991.
[CrossRef] [Google Scholar] [Publisher Link]
[16] N.V. Srikanth, and D.M. Vinod Kumar, “Investigation of Stability of Fuzzy Logic Based Power System Stabilizer Using Phase-Plane Analysis,” National Power Systems Conference, pp. 408-413, 2004.
[Google Scholar] [Publisher Link]
[17] M. Sheirah, and M.M. Abd-el-Fattah, “Improved Load Frequency Self-Tuning Regulator,” International Journal of Control, vol. 39, no. 1, pp. 143-158, 1984.
[CrossRef] [Google Scholar] [Publisher Link]
[18] Praghnesh Bhatt, S.P. Ghoshal, and Ranjit Roy, “Load Frequency Stabilization by Coordinated Control of Thyristor Controlled Phase Shifters and Superconducting Magnetic Energy Storage for Three Types of Interconnected Two-Area Power Systems,” International Journal of Electric Power and Energy Systems, vol. 32, no. 10, pp. 1111-1124, 2010.
[CrossRef] [Google Scholar] [Publisher Link]
[19] Salman Hameed, Biswarup Das, and Vinay Pant, “Reduced Rule Base Self-Tuning Fuzzy PI Controller for TCSC,” International Journal of Electric Power and Energy Systems, vol. 32, no. 9, pp. 1005-1013, 2010.
[CrossRef] [Google Scholar] [Publisher Link]
[20] Wah-Chun Chan, and Yuan-Yih Hsu, “Automatic Generation of Interconnected Power Systems Using Variable Structure Controllers,” IEE Proceedings C (Generation, Transmission and Distribution), vol. 128, no. 5, 1981.
[CrossRef] [Google Scholar] [Publisher Link]
[21] Seyed Abbas Taher, and Reza Hematti, “Robust Decentralized Load Frequency Control Using Multi-Variable QFT Method in Deregulated Power Systems,” American Journal of Applied Sciences, vol. 5, no. 7, pp. 818-828, 2008.
[CrossRef] [Google Scholar] [Publisher Link]
[22] H.L. Zeynelgil, A. Demiroren, and N.S. Sengor, “The Application of ANN Technique to Automatic Generation Control for Multi-Area Power Systems,” International Journal of Electric Power and Energy Systems, vol. 24, no. 5, pp. 345-354, 2002.
[CrossRef] [Google Scholar] [Publisher Link]
[23] Lalit Chandra Saikia, J. Nanda, and S. Mishra, “Performance Comparison of Several Classical Controllers in AGC for Multi-Area Interconnected Thermal System,” International Journal of Electric Power and Energy Systems, vol. 33, no. 3, pp. 394-401, 2011.
[CrossRef] [Google Scholar] [Publisher Link]
[24] M. Zribi, M. Al-Rashed, and M. Alrifai, “Adaptive Decentralized Load Frequency Control of Multi-Area Power Systems,” International Journal of Electric Power and Energy Systems, vol. 27, no. 8, pp. 575-583, 2005.
[CrossRef] [Google Scholar] [Publisher Link]
[25] Muthana T. Alrifai, Mohamed F. Hassan, and Mohamed Zribi, “Decentralized Load Frequency Controller for a Multi-Area Interconnected Power System,” International Journal of Electric Power and Energy Systems, vol. 33, no. 2, pp. 198-209, 2011.
[CrossRef] [Google Scholar] [Publisher Link]
[26] Arun G. Phadke, and James S. Thorp, Computer Relaying for Power Systems, 2nd ed., John Wiley & Sons, 2009.
[Google Scholar] [Publisher Link]
[27] Hermann W. Dommel, and William F. Tinney, “Optimal Power Flow Solutions,” IEEE Transactions on Power Apparatus and Systems, vol. PAS-87, no. 10, pp. 1866-1876, 1968.
[CrossRef] [Google Scholar] [Publisher Link]