A Review of Load Frequency and Automatic Voltage Control Techniques in Modern Smart Grids
Abstract
The stability of voltage and frequency is essential for reliable smart grid operation, especially under high renewable energy penetration. This paper reviews classical Proportional–Integral (PI), Proportional–Integral–Derivative (PID), modern (Model Predictive Control, Fuzzy Logic), and AI-based techniques for Load Frequency Control (LFC) and Automatic Voltage Control (AVC). It highlights the limitations of traditional controllers in nonlinear systems and the superior adaptability of modern and AI-driven schemes. The review also discusses centralized versus decentralized architectures, the role of Electric Vehicles (EVs) and Energy Storage Systems (ESS), and emerging cyber security challenges. A comprehensive synthesis of existing methods and open research gaps is presented to guide the development of resilient and intelligent control frameworks for future smart grids.
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M. Khalid, "Smart grids and renewable energy systems: Perspectives and grid integration challenges," Energy Reviews, vol. 51, no. 101299, pp. 1-26, 2024.
Ijaz Ahmed, Muhammad Rehan, Basit Abdul, Hasnain Ahmad, Waqas Ahmed,Nasim Ullah, Marian Piecha, Vojtech Blazek, Lukas Prokop, "Review on microgrids design and monitoring approaches for sustainable green energy networks," Scientific Report, vol. 13, no. 1, 2023.
H. Bevrani, H. Golpıˆra, A. R. Messina, N. Hatziargyriou, F.N. Hatziargyriou, F. Milano, and T. Ise, "Power system frequency control: An updated review of current solutions and new challenges," Alexandria Engineering Journal, vol. 193, no. 107114, pp. 263-308, 2021.
Irfan Ahmed Khan , Hazlie Mokhlis, Nurulafiqah Nadzirah Mansor, Hazlee Azil Illias,, Lilik Jamilatul Awalin, Li Wang, "New trends and future directions in load frequency control and flexible power system: A comprehensive review," Alexandria Engineering Journal, vol. 71, no. 1110-0168, pp. 263-308, 2023.
Gulzar MM, Iqbal M, Shahzad S, Muqeet H.A, Shahzad M, & Hussain M M. ''Load Frequency Control (LFC) Strategies in Renewable Energy-Based Hybrid Power Systems'': A Review. Energies, 15(10), 3488, 2022.
Safiullah, S.; Rahman, A.; Lone, S.A., "State-observer based IDD controller for concurrent frequency-voltage control of a hybrid," Int. Trans. Electr. Energy Syst., vol. 31, no. e13083, 2021.
Mohammadikia, R.; Nikoofard, A.; Tavakoli-Kakhk, "Application of MPC for an automatic voltage regulator and load frequency control of interconnected power system," in Iranian Conference on Electrical Engineering, 2020.
Eke, I.; Saka, M.; Gozde, H.; Arya, Y.; Taplamacioglu,, "Heuristic optimization based dynamic weighted state feedback approach for 2DOF PI-controller in automatic voltage regulator," Eng. Sci. Technol. Int. J., vol. 24, p. 899–910, 2021.
Tayyab Ali,, Suheel Abdullah Malik,, Ibrahim A. Hameed , Amil Daraz , Hana Mujlid,and Ahmad Taher Azar., "Load Frequency Control and Automatic Voltage Regulation ina Multi-Area Interconnected Power System UsingNature-Inspired Computation-Based Control Methodology," Sustainability , vol. 14, no. 12162, pp. 1-30, 2022.
Max Schwenzer, · Muzaffer Ay, Thomas Bergs, Dirk Abel, "Review on model predictive control: an engineering perspective," The International Journal of Advanced Manufacturing Technology, vol. 117, p. 1327–1349, 2021.
A. Oshnoei, M. Kheradmandi, S.M. Muyeen, N.D. Hatziargyriou, "Disturbance Observer and Tube-Based Model Predictive Controlled Electric Vehicles for Frequency Regulation of an Isolated Power Grid," IEEE Transactions on Smart Grid, vol. 12, no. 5, pp. 4351 - 4362, 2021.
Abdullahi Bala Kunya , Mehmet Argin,, Yusuf Jibril and Yusuf Abubakar Shaaban , "Improved model predictive load frequency control of interconnected power system with synchronized automatic generation," Beni-Suef University Journal of Basic and Applied Sciences, vol. 9, no. 47, pp. 1-13, 2020.
Beaudin M, Zareipour H, "Home energy management systems: a review of modelling and complexity," Renew and Sustain Energy Rev, vol. 45, pp. 318-335, 2015.
Liang Y, Qian J, Lv, X, & others. ''Load frequency control of new energy power system based on adaptive global sliding mode control''. Frontiers in Energy Research, 12, 2024.
Shaltout ML, Alhneaish MM, Metwalli SM, "An Economic Model Predictive Control Approach for Wind Power Smoothing and Tower Load Mitigation," Journal of Dynamic Systems, Measurement, and Control, vol. 142, no. 6, pp. 19-1462, 2020.
Ali T, Malik S A, Daraz A, Adeel M, & Aslam S. ''Load Frequency Control and Automatic Voltage Regulation in Four-Area Interconnected Power Systems Using a Gradient-Based Optimizer''. Energies, 16(5), 2086, 2023.
Guo W, Du H, Han T, Li S, Lu C, & Huang X. ''Learning-driven load frequency control for islanded microgrid using graph networks-based deep reinforcement learning.'' Frontiers in Energy Research, 12, 2024.
Schmitt L, Keller M, Albin T, Abel D, "Real-time nonlinear model predictive control for the energy management of hybrid electric vehicles in a hierarchical framework," in Am Control Conf (ACC), Denver, 2020.
Al-Riyami M, & others / (Journal of Electrical Systems and Information Technology). ''Load frequency and virtual inertia control for power system using fuzzy self-tuned PID controller with high penetration of renewable energy''. 2024.
Wadi M, Shobole A, Elmasry W, & Küçük İ. ''Load Frequency Control in Smart Grids: A Review of Recent Developments. Renewable & Sustainable Energy Reviews'', 189, 114013, (2024)
Mariano-Hernandez D, Hernandez-Callejo L, Zorita-Lamadrid A, Duque-Perez O, Santos Garcıa F, "Model predictive control, demand side management, optimization, and fault detect & diagnosis," Journal of Building Engineering, vol. 33, no. 101692, pp. 2352-7102, 2021.
Rohit Kumar & Shiv Kumar Tripathi. ''A Review on Load Frequency Control of Interconnected Power Systems''. International Journal of Innovative Research in Science, Engineering and Technology (IJIRSET), 9/7, 2020.
Muhammad Majid Gulzar, Daud Sibtain, Mohammed Alqahtani, Fahad Alismail , Muhammad Khalid, "Load frequency control progress: A comprehensive review on recent," Energy Strategy Reviews, vol. 57, no. 101604, pp. 1-19, 2025.
Elgammal A. ''Optimal Frequency Control Management of Grid Integration PV/Wind/FC/Storage Battery Based Smart Grid Using Multi Objective Particle Swarm Optimization (MOPSO) and Model Predictive Control (MPC).'' European Journal of Engineering and Technology Research, 2021.
DuW, et al. ''Deep reinforcement learning for adaptive frequency control in isolated microgrids'' (DD-ALFC, PR-SAC). Frontiers in Energy Research. — Data-driven adaptive LFC for microgrids, 2024.
LiangY, Qian J, Lv X. ''LFC of new-energy power systems using adaptive global sliding-mode control''. Frontiers in Energy Research. — Integrates BESS into LFC with sliding-mode robustness, 2024.
Abdelghany M. ''Load frequency & virtual inertia control using fuzzy self-tuned PID''. Journal of Electrical Systems & Information Technology. — Virtual synchronous generator + fuzzy-PID for high-RES systems,2024.
. Guo W, Du H, Han T, Li S, Lu C, Huang X. ''Learning-driven LFC for islanded microgrids using graph-networks + DRL''. Frontiers in Energy Research. — Graph neural nets + RL for multi-agent LFC. 2024.
Elgammal A. ''MOPSO + MPC for optimal frequency control in PV/Wind/FC/BESS smart grids''. European Journal of Engineering & Technology Research. — Multi-objective optimization + predictive control for LFC, 2021.
A. Dokht Shakibjoo, M. Moradzadeh, S.Z. Moussavi, L. Vandevelde, "A novel technique for load frequency control of multi-area power systems,," Energies, vol. 13, no. 9, 2020.
N. Jalali, H. Razmi, H. Doagou-Mojarrad, "Optimized fuzzy self-tuning PID controller design based on Tribe-DE optimization algorithm and rule weight adjustment method for load frequency control of interconnected multi-area power systems," Applied Soft Computing, vol. 93, no. 106424, pp. 1568-4946, 2020.
AsgharR. Journal / Sustainable Systems review. — ''Survey of soft-computing LFC controllers'', 2023.
Gulzar MM, Iqbal M, Shahzad S, et al. '' Energies. — Focus on hybrid systems and control taxonomy'', 2022.
Kamarudin M N. ''Review on LFC for power system stability''. ResearchGate / conference paper. — Background review useful for fundamentals & historical context, 2021.
Singh, H., & Annapoorna, E., ".Fuzzy logic-based energy management in smart grids for," in MATEC Web of Conferences, 2024.
Désiré D. Rasolomampionona, Michał Połecki, Krzysztof Zagrajek , Wiktor Wróblewski and Marcin Januszewski, "A Comprehensive Review of Load Frequency Control Technologies," Energies, vol. 17, no. 2915, pp. 1-74, 2024.
Shirobokov, M., Trofimov, S., and Ovchinnikov, M, " Survey of machine learning techniques in spacecraft control design," Acta Astronautica, vol. 186, pp. 87-97, 2021.
Tsiamis, A., et al., "Statistical Learning Theory for Control: A Finite-Sample Perspective," IEEE Control , vol. 43, pp. 67-97., 2022.
Vaupel, Y., et al, "Accelerating nonlinear model predictive control through machine learning," Journal of Process Control, vol. 92, pp. 261-270. , 2020.
Yu G. ''Multi-agent reinforcement LFC method using a Consistency Model (CM)''. Processes (MDPI). — Multi-agent DRL approach for demand-side resources in frequency regulation, 2025.
Bensoussan, A., et al, Machine learning and control theory, North Holland: Elsevier,, 2022.
El-Hameed MA. ''Adaptive LFC to mitigate frequency deviations with RESs''. Scientific Reports / Nature. — Adaptive controller for transient & steady-state with high RES share, 2025.
Chin, Kiyn & Hellebrekers, Tess & Majidi, Carmel, "Machine Learning for Soft Robotic Sensing and Control.," Advanced Intelligent Systems, vol. 2, 2020.
Perrier, E., Tao, D. and Ferrie, C, "Quantum geometric machine learning for quantum circuits and control," New Journal of Physics, vol. 22, 2020.
Zaitceva, I. and Andrievsky, B. , "Methods of Intelligent Control in Mechatronics and Robotic Engineering: A Survey," Electronics, vol. 11, no. 15, 2022.
Diveev, A.I., et al, "Machine learning control based on approximation of optimal trajectories," Mathematics, 2021.
Weinan, E., Han, J., & Long, J., "Empowering Optimal Control with Machine Learning," IFAC-PapersOnLine, vol. 55, no. 30, pp. 121-126, 2022.
Tsiamis, A., et al, " Statistical learning theory for control: A finite-sample perspective.," IEEE Control Systems, vol. 43, pp. 67-97, 2022.
Kondratenko, Y., et al, "Machine Learning Techniques for Increasing Efficiency of the Robot’s Sensor and Control Information Processing," in Sensors, Basel, 2022.
Pino F, Schena L, Rabault J, Mendez MA, "Comparative analysis of machine learning methods for active flow control," Journal of Fluid Mechanics., vol. 958, no. 39, 2023.
Valikhany M. ''Review: Suitability of virtual inertia strategies for modern grids''. ScienceDirect / Energy Reports. — Comparative review of VI provision methods, 2025.
Akinwol, A B. ''Walrus optimization based adaptive virtual inertia control (WaOA-PID)''. Electronics (MDPI). — Novel optimizer + adaptive VI for microgrids, 2025.
Zhang, L., et al, "Challenges and opportunities of machine learning control in building operations," Building Simulation., vol. 16, pp. 831-852, 2023.
Prakasa M A. ''Optimal design of virtual inertia controllers via HHO-MSS''. INASS proceedings (2025). — Optimization for VICs to meet grid-code damping ratios, 2025.
Israilov S, Fu L, Sánchez-Rodríguez J, Fusco F, Allibert G, Raufaste C, et al., "Reinforcement learning approach to control an inverted pendulum: A general framework for educational purposes," PLoS ONE, vol. 18, no. 2, 2023.
Qiu P. and Xie "Transparent Sequential Learning for Statistical Process Control of Serially Correlated," Technometrics, pp. 64487-501, 2021.
Pradeep Kumar, Dr Suresh Chand, Rohit Kumar Gupta, Amar Bahadur Singh, International Journal of Innovative Research in Engineering and Management (IJIREM), vol. 11, no. 4, pp. 95-99, 2024.
Saeed S, Riganti Fulginei F, Wadood H, & Saeed S. (2023). ''A review of load frequency control schemes deployed for wind-integrated power systems''. Sustainability, 15(15), 8380. — Thorough survey of LFC in wind-dominated systems, 2023.
Gao S. ''Review of dynamic voltage support for grids with large-scale renewables''. Frontiers in Energy Research. — Covers dynamic voltage support tech, grid-forming strategies, 2025.
Shouran M. (''AVR betterment via a novel Fuzzy Logic Controller''. Machines (MDPI). — Fuzzy-based AVR improvements and robustness tests, 2024.
Sekyere Y O M. ''Optimized PID tuning for AVRs using ADIWACO (PSO variant)''. ScienceDirect / Energy Systems. — Shows recent optimization advances for AVR tuning, 2025.
Oladipo S. ''Application of soft computing techniques to LFC''. Cogent Engineering / Taylor & Francis. — Survey and comparative performance assessment of SC methods, 2025.
A cluster of conference & journal papers on DRL/ML LFC (e.g., AIP Advances 2025; MDPI/Processes 2025) —'' indicates a fast-growing trend applying RL/GCN/PPO/SAC to frequency control problems'', 2023–2025.
Obar J A, Umar A, Yusuf R U, Momoh M O.''. Tunable stabilizing-loop based AVR for overshoot reduction.'' Journal of Mechanical Engineering etc. — Engineering approach to AVR practical tuning,2025.
Wadi M, Shobole A, Elmasry W, & Küçük İ. ''Load Frequency Control in Smart Grid'': A Review of Recent Developments. Renewable & Sustainable Energy Reviews, 189, 114013. — Review of modern LFC methods in smart, multi-area grids, 2024.
Gulzar MM, Iqbal M, Shahzad S, Muqeet H A, Shahzad M, & Hussain M M .'' Load Frequency Control (LFC) Strategies in Renewable Energy-Based Hybrid Power Systems'': A Review. Energies, 15(10), 3488. — Focus on hybrid systems (RES + storage) and LFC strategies,2022.
Brian K. Wamukoya, Christopher M. Muriithi & Keren K, Kaberere, ''Improving frequency regulation for future low-inertia power grids'' a review. Bulletin of Electrical Engineering and Informatics, 13(1), 76–87. — Reviews frequency regulation challenges in low-inertia systems, 2023.
Md Asaduzzaman Shobug, Nafis Ahmed Chowdhury, Md Alamgir Hossain, Mohammad J. Sanjari & Junwei Lu. ''Virtual Inertia Control for Power Electronics-Integrated Power Systems: Challenges and Prospects''. Energies, 17(11), 2737. — Review of virtual inertia control in converter-interfaced systems, 2024.
Yukai Zeng, Qiufan Yang, Yujun Lin, Yin Chen, Xia Chen & Jinyu Wen. ''Fractional-order Virtual Inertia Control and Parameter Tuning for Energy-storage System in Low-inertia Power Grid.'' Protection and Control of Modern Power Systems, 9(5). — Proposes fractional-order inertia control for ESS in low-inertia grids, 2024.
Pranita Singh, Priyanka Paliwal and Anoop Arya, "A Review on Challenges and Techniques for Secondary Control of Microgrid," in IOP Publishing Ltd, Coimbatore, Tamil Nadu, India.
Tingyun Gu, Houyi Zhang, Bowen Li, Junyi Ma, Qiang Feng, Yutao Xue & Qihui Fang. Virtual inertia control to active support of the variable-speed wind turbine in variable frequency limit time. Frontiers in Energy Research. — Adaptive virtual inertia control for wind turbines during extreme frequency events, 2024.
''Allocation of PV Systems with Volt/Var Control Based on Automatic Voltage Regulators in Active Distribution Networks.'' Sustainability, 15(21), 15634. — Volt/Var control using AVRs in distribution networks with PV, 2023.
Osundina E M, Sonola MO, Osungbohun O C, Oritsetimeyin T P, Onwe P D, Eluebo C, … & Florez D. ''(PID-Based Load Frequency Control for Smart Grid Applications.'' Frontier Advances in Applied Science and Engineering, 2(2), 98–108. — Application of PID-based LFC in a smart grid context, 2024.
''Frequency reserves and inertia in the transition to future electricity systems.''. Energy Systems. — Economic and system-level analysis of frequency reserves and inertia in future grids, 2023.
''Virtual Inertia Methods for Supporting Frequency Stabilisation in Autonomous AC/DC Microgrids''. Electronics, 14(1), 91. — Two virtual inertia provision methods for AC/DC microgrids with storage, 2025.
''On the stability properties of power networks with time-varying inertia''. arXiv preprint. — Theoretical stability analysis when inertia varies dynamically (e.g. via VI), 2023.
''Optimal Allocation of Virtual Inertia and Droop Control for Renewable Energy in Stochastic Look-Ahead Power Dispatch''. arXiv preprint. — Optimal scheduling of inertia and droop control under uncertainty in RES dispatch, 2022.
He C, Gen H, Rajashekara K, & Chandr A. ''Analysis and Control of Frequency Stability in Low-Inertia Power Systems:'' A Review. IEEE JAS. — Comprehensive review of modeling, stability, and control of low-inertia systems, 2024.
Zhou J, et al. ''A review on frequency management for low-inertia power systems. Electric Power Systems'' Research. — Surveys inertia, fast frequency response, and control strategies, 2024.
Al Kez D, & co-authors. ''Overview of frequency control techniques in power systems''. IET. — Covers classical to modern frequency control techniques in the context of reduced inertia, 2020.
Smahi A, & co-authors. ''The Power Grid Inertia With High Renewable Energy Penetration:'' A Review. Journal of Engineering. — Inertia enhancement strategies in RES-rich grids, 2024.
Shobug M A, Chowdhury N A, Hossain M A, Sanjari M, & Lu J. ''Virtual Inertia Control for Power Electronics-Integrated Power Systems:'' Challenges and Prospects. Energies, 17(11), 2737. — Review of virtual inertia techniques and control topologies, 2023.
Li Q, Li Q, Tang W, & Wang C. ''Capacitor Virtual Inertia Control and Equivalent Inertia Analysis for a Grid-Forming Wind Generation System''. Frontiers in Energy Research. — Proposes capacitor-based virtual inertia for grid-forming wind systems, 2023.
Sebastian Trip, Michele Cucuzzella, Claudio De Persis, Antonella Ferrara & Jacquelien M. A. Scherpen, "Robust load freqency control of nonlinear power networks," International Journal of Control, vol. 93, no. 2, pp. 346-359, 2020.
Sudha KR, Vijaya Santhi R, "Robust decentralized load frequency control of interconnected power system with GRC constrain using type-2 Fuzzy approach," Electrical Power and Energy System, vol. 33, pp. 699-707, 2020.
M. Ismail, AFBendary, "oad frequency control for multi area smart grid based on advanced control techniques," Alex. Eng. J., vol. 57, no. 4, pp. 4021-4032, 2021.
Wamukoya B K, Muriithi C, & Kaberere KK. ''Improving Frequency Control for Future Low-Inertia Power Grids:'' A Review. Bulletin of Electrical Engineering & Informatics. — Synthesizes frequency regulation challenges in low-inertia future grids, 2024.
Daud Sibtain, Ahsan Mushtaq Muhammad, F. Murtaza Ali, "Adaptive design and implementation of fractional order PI controller for a multi-source (Battery/UC/ FC) hybrid electric vehicle, Energy Sources, Part A Recovery," Util. Environ. Eff. , vol. 44, no. 4, pp. 8996-9016, 2022.
Wei W, X. Guo, P. Li, G. Jian, K. Zhan, Q. Tan, J. Meng, X. Jin, "Electric vehicle load frequency control and the impact of various charging procedures," in Smart Grid and Clean Energy Technologies, Chengdu, 2022.
R. Asghar, A. Ali, F. Rehman, R. Ullah, K. Ullah, Z. Ullah, M.A. Sarwar, B. Khan, "Load frequency control for EVs based smart grid system using PID and MPC," in nternational Conference on Computing, Mathematics and Engineering Technologies (iCoMET), IEEE, 2020.
Siti M W, & others ''Isolated and Grid-Connected Hybrid Microgrid Model: LFC via PID and Fuzzy-PID with Salp-Swarm Optimization''. International Journal of Engineering & Technology Research. — Hybrid microgrid LFC with metaheuristic tuning, 2022.
Zhang, et al. (2025).''Robust Load Frequency Control in Cyber-Vulnerable Smart Grids with Renewable Integration''Energies, 18(11), 2899. — Proposes a fuzzy-LADRC controller optimized via a reptile search algorithm, considering cyberattack scenarios on LFC, 2025.
Wooding B, Vahidinasab V, & Soudjani S. ''Formal Controller Synthesis for Frequency Regulation Using Electric Vehicles'' arXiv preprint. — Uses formal methods to integrate EVs into frequency regulation as a formally verified controller, 2020.
Rozada S, Apostolopoulou D, & Alonso E .''Deep Multi-Agent Reinforcement Learning for Cost-Efficient Distributed LFC''
arXiv preprint. — Applies MADDPG (multi-agent RL) for distributed LFC without central authority,2024.
Haqu N I, Mali P, Haider M , Rahman M A, & Paudyal, S.''MISGUIDE: Security-Aware Attack Analytics for Smart Grid Load Frequency Control''arXiv preprint. — A cyber-attack analysis tool to identify stealthy FDI attacks on LFC using optimization + HIL simulation, 2024.
Shilpa D. Joshi, Vijayalakshmi Biradar, & M. R. Tarambale ''Optimizing LFC in High-RES Systems''International Journal of Advanced Science & Research. — Examines various meta-heuristic and intelligent controllers for LFC under high renewable penetration, 2024.
M. Ghiasi, T. Niknam, Z. Wang, M. Mehrandezh, M. Dehghani, N. Ghadimi, "A comprehensive review of cyber-attacks and defense mechanisms for improving security in smart grid energy systems: past, present and future," Elec. Power Syst. Res., vol. 215, no. 108975, 2023.
S. Sengan, V. Subramaniyaswamy, V. Indragandhi, P. Velayutham, L. Ravi, "Detection of false data cyber-attacks for the assessment of security in smart grid using deep learning," Comput. Electr. Eng., vol. 93, no. 107211, 2021.
M.K. Hasan, A.A. Habib, Z. Shukur, F. Ibrahim, S. Islam, M.A. Razzaque, "Review on cyber-physical and cyber-security system in smart grid: standards, protocols, constraints, and recommendations," J. Netw. Comput. Appl., no. 103540, 2022.
'' Inertia in Converter-Dominated Microgrids: Control Strategies and Estimation Techniques''
MDPI Scoping Review — Reviews virtual inertia estimation and control strategies (VSM, synchronverters, etc.) in low-inertia microgrid, 2025.
''A New Fractional-Order Virtual Inertia Support Based on Battery Energy Storage''
(2023). Fractal and Fractional, 7(12), 855. — Proposes a fractional-order virtual inertia controller using BESS to enhance frequency stability, 2023.
Osundina EM, et al. '' PID-Based Load Frequency Control for Smart Grid Applications
''. Frontier Advances in Applied Science and Engineering, 2(2), 98–108. — Applies a PID controller for LFC in a smart-grid context, 2024.
A Comprehensive Review of Load Frequency ControlTechnologies. Energies, 17(12), 2915. — Surveys different LFC control types: classical, robust, optimal — helpful for taxonomy, 2024.
Zhao X, & Lan J. ''Integrated Design of Robust Decentralized Observer and Controller for LFC'' arXiv preprint. — Proposes a combined design of decentralized observers + controllers via H∞ and LMIs for multi-area LFC, 2023.
K.-D. Li, G.-Y Zhang, X. Luo, J. Weng, Y. Zhang, M. Li, "An adaptive resilient load frequency controller for smart grids with DoS attacks," IEEE Trans. Veh. Technol., vol. 69, no. 5, p. 4689–4699, 2020.
H. Zhang, P. Cheng, L. Shi, J. Chen, "Optimal denial-of-service attack scheduling with energy constraint," IEEE Trans. Automat. Control, vol. 60, no. 11, p. 3023–3028, 2023.
Zheng F, Li W Li, H, etal ''Research on Load Frequency Control System Attack Detection Based on Multi-Model Fusion Energy Informatics, 8, 72. — Develops a multi-model fusion method to detect FDI and switching attacks in LFC, 2023.
Veni, K S. K, Thoma JC , Paul J P, & Joyce J. Revue ''IoT-based Voltage Control in Smart Grid with Feed-Forward Control in Automatic Voltage Regulator''. Roumaine des Sciences Techniques – Série Électrotechnique et Énergétique, 70(1), 75–80,2024.
Astapov V, & others ''Review of Technical Solutions Addressing Voltage and Frequency Regulation Problems in Modern Grids''. Energy Reports / ScienceDirect. — Survey of AVR, reactive power control, coordination strategies, 2025.
Hasan F A, Fari F H, & Alkhafaji M H. ''Robust Load-Frequency Control of Multi-Area Smart Grid by Combining Neural Network with Real-TimePSO''INASS Conference Paper. — Uses neural networks + PSO for adaptive control in multi-area LFC, 2020.
Z. Cheng, D. Yue, S. Hu, C. Huang, C. Dou, L. Chen, "Resilient load frequency control design: DoS attacks against additional control loop," Int. J. Electr. Power Energy Syst. , vol. 115, no. 105496, 2020.
Shen, ZG, Z.M. Zhang, P. Shi, C.. Wu, "Static output feedback control of switched nonlinear systems with actuator faults," IEEE Trans. Fuzzy Syst., vol. 28, no. 8, p. 1600–1609, 2020.
K. Bitirgen, Ü.B. Filik, "A hybrid deep learning model for discrimination of physical disturbance and cyber-attack detection in smart grid," Int J Crit Infrastruct Prot, vol. 40, no. 100582, 2023.
H.T. Reda, A. Anwar, A. Mahmood, "Comprehensive survey and taxonomies of false data injection attacks in smart grids: attack models, targets, and impacts," Renew. Sustain. Energy Rev. , vol. 163, no. 112423, 2022.
''Virtual Inertia Methods for Supporting Frequency Stabilisation in Autonomous AC/DC Microgrids''. Electronics, 14(1), 91. — Model-based and filter-based virtual inertia designs for AC/DC microgrids, 2024.
''Robust Load Frequency Control in Cyber-Vulnerable Smart Grids with Renewable Integration.'' Energies, 18(11), 2899. — Cyber-physical LFC design using fuzzy-LADRC and reptile-search optimization under cyberattacks, 2024.
''Control Methods and AI Application for Grid-Connected PV Inverter:'' A Review.. Technologies, 13(11), 535. — Reviews conventional and AI-based control methods for PV inverters, including voltage regulation, 2024.
Zhang, et al. ''Robust Load Frequency Control in Cyber-Vulnerable Smart Grids with Renewable Integration''Energies, 18(11), 2899. — Proposes a fuzzy-LADRC controller optimized via a reptile search algorithm, considering cyberattack scenarios on LFC, 2021.
Shariq Riaz, Gregor Verbiˇc, Archie Chapman, Ahmad Shabir Ahmadyar, David J. Hill, "A framework for assessing renewable integration limits with respect to frequency performance," IEEE Trans. Power Syst., vol. 33, no. 4, p. 4444–4453, 2021.
X.J. Chen, Zhang Xing, F. Tian, Y. Zhang, Y.D. Jin, X.X. Zhou, "Electromechanical-electromagnetic hybrid simulation technology with large number of electromagnetic HVDC models," Power Syst. Technol., vol. 44, no. 4, p. 1203–1210, 2020.
Zewen Zheng, Hengxu Zhang, Weijie Zheng, Li Hao, "Error assessment method of electromechanical–electromagnetic hybrid simulation," J. Eng., no. 16, pp. 1122-1125, 2021.
P. Kumar, International Journal of Innovative Research in Engineering and Management (IJIREM), Vols. Volume-11, no. 4, p. 1, 30 August 2022.
Z. Meryn and S. H. Chu, "Comparative analysis of PID and fuzzy logic controllers for AI-based neural networks," SSRN preprint, Rochester, 2024.
Huang S, Yang, C, Yue, D. , & Xie, J., "Load Frequency Control of Interconnected Power System via Multi-Agent System Method," Electrical Power Components and Systems, vol. 45, no. 8, pp. 839-851, 2021.
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