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Author

Sarath Menon

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Review Open access Sep 2026

Toward Full Interoperability in Materials Science: Integrating Workflows With Knowledge Graphs

Interoperability is a central challenge in modern materials science as scientific workflows increasingly need to integrate heterogeneous computational methods, experimental infrastructures, data platforms, and AI‐assisted systems. This perspective presents interoperability concepts from European digitalization initiati...

Jan Janssen, Osamu Waseda, Bernd Bayerlein et al. · 0 citations
Open access Jul 2026

Foundational Machine‐Learning Interatomic Potential for Simulating Chemically Complex Ni‐Based Superalloys

For decades, atomistic simulation of chemically complex Ni‐based superalloys has remained beyond practical reach. Here, we apply the GRACE foundational machine‐learning interatomic potential to predict chemical ordering and stacking‐fault energetics in the γ$\gamma$ and γ′$\gamma &am...

Aditya Vishwakarma, Sarath Menon, Fritz Körmann et al. · 0 citations

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