Elucidating structure-property correlations in ferroelectric Hf0.5Zr0.5O2 films using variational autoencoders

Elucidating structure-property correlations in ferroelectric Hf0.5Zr0.5O2 films using variational autoencoders

While Hf0.5Zr0.5O2 (HZO) thin films hold significant promise for modern nanoelectronic devices, a comprehensive understanding of the interplay between their polycrystalline structure and electrical properties remains elusive. Here, we present a novel framework combining phase-field (PF) modeling wit...

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Bibliographic Details
Main Authors: Kévin Alhada-Lahbabi, Brice Gautier, Damien Deleruyelle, Grégoire Magagnin
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:Materials & Design
Subjects:
Ferroelectrics
Phase-field
Machine learning
VAE
Hafnium oxide
Online Access:http://www.sciencedirect.com/science/article/pii/S026412752500440X
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