Author

Michael Mandulak

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Preprint Aug 2026

Towards Cyber-Physical Cognition: A Unified Ontology-Driven Knowledge Graph for Real-Time Autonomous Grid Operations

This paper introduces a universal ontology framework for the operational representation of intelligent cyber-physical power systems via a unified knowledge graph and an ontology capable of cross-domain reasoning, and validates the framework's efficacy for real-time decision support.

Sathvik Sankaranarayanan, Michael Mandulak, Ibrahim Shahbaz et al. · 0 citations

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