Author

Omar Al-Refai

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Jul 2026

Inertia-Informed Federated Learning Control Framework for Distributed Smart Grid Resilience

This work proposes Inertia-Informed Weighted FedAvg (IIWFedAvg), a physics-informed aggregation strategy that embeds generator inertia directly into global model fusion for transient stability control in transmission networks.

Ibrahim Shahbaz, Omar Al-Refai, Eman M. Hammad · arXiv.org · 1 citation

Review Jul 2026

Engineering Trustworthy Agentic AI for Critical Systems

Synthesizing across four constraint-bound engineering domains, agentic AI trustworthiness is shown to be a single problem, with a path outlined toward a reusable, cross-domain assurance framework analogous to the graded certification regimes used by mature safety-critical engineering fields.

Omar Al-Refai, Ibrahim Shahbaz, A. Husseinat et al. · arXiv.org · 1 citation