Reviewing Control Paradigms and Emerging Trends of Grid-Forming Inverters—A Comparative Study

K Rahman, J Hashimoto, D Orihara, TS Ustun, K Otani… - Energies, 2024 - mdpi.com
Grid-forming inverters (GFMs) have emerged as crucial components in modern power
systems, facilitating the integration of renewable energy sources and enhancing grid …

Regional-privacy-preserving operation of networked microgrids: Edge-cloud cooperative learning with differentiated policies

Q Xia, Y Wang, Y Zou, Z Yan, N Zhou, Y Chi, Q Wang - Applied Energy, 2024 - Elsevier
Privacy preservation and coordination of networked microgrids (NMGs) are conventionally
contradictory objectives. To address this, this paper proposes a regional-privacy-preserving …

An innovative multi-agent approach for robust cyber–physical systems using vertical federated learning

S Gaba, I Budhiraja, V Kumar, S Garg, MM Hassan - Ad Hoc Networks, 2024 - Elsevier
Federated learning presents a compelling approach to training artificial intelligence systems
in decentralized settings, prioritizing data safety over traditional centralized training …

Resilient Control of Networked Microgrids using Vertical Federated Reinforcement Learning: Designs and Real-Time Test-Bed Validations

S Mukherjee, RR Hossain… - … on Smart Grid, 2024 - ieeexplore.ieee.org
Improving system-level resiliency of networked microgrids against adversarial cyber-attacks
is an important aspect in the current regime of increased inverter-based resources (IBRs). To …

Lessons learned in designing a cyber reinforcement learning competition

T Cody, E Meno, D Jones, T Erpek… - … and Machine Learning …, 2024 - spiedigitallibrary.org
This paper details the lessons learned from designing a specialized competition focused on
network attack simulation, specifically emphasizing lateral movement in networks. Our …

Advanced computational techniques for improving resilience of critical energy infrastructure under cyber-physical attacks

N Nazir, SP Nandanoori, T Long… - … Physical System 2.0, 2024 - taylorfrancis.com
Critical energy infrastructure has undergone significant changes in the past decades, which
has made these systems more vulnerable to breakdowns due to the uncertainty and …