Growth driven phase transitions in Zinc Oxide nanoparticles through machine-learning assisted simulations

Abstract

This study investigates the formation of zinc oxide (ZnO) nanoparticles, a material of significant technological interest with complex structural properties, through atom-by-atom deposition modeling-a process common in bottom-up synthesis. Our findings demonstrate that, although the body-centered tetragonal (BCT) structure is thermodynamically stable at equilibrium for small particle sizes, the deposition process induces a crystal-to-crystal phase transition into the more stable wurtzite (WRZ) phase. This transformation is facilitated by a specific redistribution of the nanoparticle ions, which effectively compensates the emerging polar facets at the moment of transition. These insights offer a deeper understanding of oxide nanoparticle formation, which should ultimately help the design of materials with targeted structural features.

Supplementary files

Article information

Article type
Paper
Submitted
30 Sep 2025
Accepted
01 Apr 2026
First published
12 May 2026

Nanoscale, 2026, Accepted Manuscript

Growth driven phase transitions in Zinc Oxide nanoparticles through machine-learning assisted simulations

Q. Gromoff, M. Benoit, J. Goniakowski, C. R. Salazar and J. Lam, Nanoscale, 2026, Accepted Manuscript , DOI: 10.1039/D5NR04147C

To request permission to reproduce material from this article, please go to the Copyright Clearance Center request page.

If you are an author contributing to an RSC publication, you do not need to request permission provided correct acknowledgement is given.

If you are the author of this article, you do not need to request permission to reproduce figures and diagrams provided correct acknowledgement is given. If you want to reproduce the whole article in a third-party publication (excluding your thesis/dissertation for which permission is not required) please go to the Copyright Clearance Center request page.

Read more about how to correctly acknowledge RSC content.

Social activity

Spotlight

Advertisements