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Brno University of Technology

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Preprint Jul 2026

A high-dimensional neural network potential for finite-temperature phenomena in NiTi martensite

We present a high-dimensional neural network potential (HDNNP) for the martensitic phase of the NiTi shape-memory alloy trained to density functional theory (DFT) data. A central aspect of this work is the systematic validation of the potential with respect to the underlying DFT reference method for key properties gove...

P. Jaroš, Petr Sedlák, Petr Šesták et al. · 0 citations

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