Hybrid Cyber Defense Mechanism with PINN for Resilient and Reliable Control against Replay / FDI Attacks in DC Microgrid Systems

With the growing reliance on DC microgrids (DC MGs) in critical infrastructure, securing them against sophisticated cyberattacks is essential. This study presents a hybrid cyber-defense (HCD) framework that detects and mitigates false data injection (FDI) and replay attacks through a combination of...

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Bibliographic Details

Published in:	IEEE transactions on industry applications pp. 1 - 12
Main Authors:	Machina, Venkata Siva Prasad, Koduru, Sriranga Suprabhath, Madichetty, Sreedhar, Mishra, Sukumar
Format:	Journal Article
Language:	English
Published:	IEEE 2025
Subjects:	Adaptation models and Replay attack Autoencoders Bidirectional LSTM autoencoder Computer crime Cross-correlation Kalman filter Kalman filters Observers Physics-informed neural networks Prevention and mitigation Real-time systems Regulators Resilience Voltage control
ISSN:	0093-9994, 1939-9367
Online Access:	Get full text
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