Jul 2026· 2026 7th International Conference on Smart Systems and Inventive Technology (ICSSIT)· pp. 412-418· 0 citations· 16 references
Abstract
The increasing integration of renewable energy sources (RES) and electric vehicles (EVs) has transformed modern power systems into complex cyber-physical networks. While these advancements enhance sustainability and flexibility, they introduce vulnerabilities to cyber-attacks such as false data injection and denial-of-service attacks. Load Frequency Control (LFC), a critical mechanism for maintaining system stability, is particularly susceptible due to its reliance on communication networks. This paper proposes an AI-based framework for real-time cyber-attack detection and mitigation in LFC systems. The proposed approach integrates a deep learning-based anomaly detection model with an adaptive control strategy to ensure resilient frequency regulation. Simulation results demonstrate improved detection accuracy (96.8%) and reduced frequency deviation compared to conventional methods. The framework effectively balances robustness and computational efficiency, making it suitable for next-generation smart grids.
Simulation results indicate that the proposed framework improves attack detection accuracy, reduces economic losses, and enhances system resilience relative to conventional deterministic protection approaches.
With the large-scale integration of renewable energy sources such as wind and photovoltaic power, their control systems have become highly dependent on communication networks, exposing grid-connected devices such as inverters to cyber intrusion risks. This study considers two representative cyberattack classes, namely...
Zong-Yuan Wang, Tong Wu, Zhan-Ying Wang et al.· 2026 2nd International Confe...· 0 citations
This research presents a systematic and comprehensive review of various LFC methodologies from classical to intelligent control frameworks, highlighting that intelligent controllers and optimisation-based controllers offer superior performance, but the practical application is limited by complexity and stability concer...
Alok Kumar, Mohammad Atif Siddiqui, Mohammed Asim· International Journal of Ele...· 0 citations
Grid-tied inverters, which connect renewable energy sources such as solar and wind installations to the utility grid, are increasingly exposed to cyber threats as power systems become more digitalised and remotely accessible. Unlike conventional information technology networks, these devices operate under strict real-t...
J. Desai· Engineering Research Express· 0 citations
Power systems are indispensable infrastructure in modern society, and reliability and robustness are crucial for stable and sustainable power delivery. This paper investigates the reliable control of cyber-physical power systems (CPPSs) subject to aggregated load anomalies at load buses. Such load anomalies are general...
Jia-Hui Wang, Jing-Chao Shu, Xin-Po Lin et al.· Electronics· 0 citations
Simulation results indicate that the data-based control framework is superior to traditional methods based on rule-setting due to improvements in voltage regulation performance, reductions in peak load demand and increased utilization of renewable energy resources than through the use of electric vehicles in intelligen...
M. N, Ramakrishna S. S. Nuvvula, Smitha Gayathri D· Artificial Intelligence Rese...· 0 citations
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