Searcharxiv⌕ Search

arXiv · 2610.28493

Multiscale Modeling of Zr Corrosion: Predicting Microstructures of Oxide Films

Abstract

A first-principles-informed multiscale modeling approach is reported for oxide formation during corrosion of zirconium. The present simulations reproduce the columnar corrosion film microstructure and grain size distribution seen in micrographs of oxidized Zr surfaces. This structural feature emerges from a hexagonal ZrO layer adjacent to the $α$-Zr/ZrO$_{2-x}$ interface, which is dynamically stabilized by continuous heterogeneous grain nucleation and grain boundary mass diffusion. This ZrO layer is identified as a significant oxygen diffusion barrier and a potential contributor to sub-parabolic pretransition corrosion kinetics. The simulations also reproduce the undulatory nature of the metal/oxide interface, leading to regions with tensile stress components capable of nucleating cracks, despite the overall state of compressive hydrostatic stress within the oxide film. First principles density functional theory (DFT) computations of fundamental ZrO$_x$ properties were combined with molecular dynamics simulations using a machine-learned potential based on a DFT training set to provide extensive input to an advanced phase field model for oxide formation and its microstructure, as implemented in the new MedeA PhaseField module. The phase field simulations reported herein incorporated computed stoichiometry-dependent thermochemical data, anisotropic elastic properties, interface energies, bulk and grain boundary mass transport processes, multiphase heterogeneous grain nucleation, and strain energy-dependent phase stabilities.

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

K. Starkey, L. Kahle, M. Christensen, V. Eyert, A. El-Azab, C. B. Geller, A. P. Shivprasad, E. Wimmer. 2026-10-20. Multiscale Modeling of Zr Corrosion: Predicting Microstructures of Oxide Films. https://doi.org/10.1016/j.jnucmat.2026.156521

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related papers

Effective Atom Theory: Gradient-Driven Materials Design

We introduce Effective Atom Theory (EAT), which embeds discrete atomic identities into a continuous differentiable space. During optimization, sites pass through temporary effective mixtures, then are driven to fully discrete, physically realizable atoms. This enables gradient-based optimization in DFT and MLIPs, yielding orders-of-magnitude acceleration over discrete methods. EAT recovers the exact ground state of NaCl in a 128 atom cell, reconstructs the Cu-Pd phase diagram, optimizes high-entropy oxides for oxygen evolution, and discovers bonding topologies as demonstrated for SrTiO3.

cond-mat.mtrl-sci↗

Metadynamics for Vacancy Dynamics in Crystals

We propose a metadynamics-based (MetaD-based) approach to construct the free energy surface (FES) for vacancy dynamics in crystals. In this approach, the vacancy FES can be constructed without explicitly defining a unique vacancy coordinate by introducing a set of parameters that strongly govern the FES, which is enabled by parallel bias MetaD with partitioned families (PB-MetaDPF). In addition, the proposed approach is made more efficient and effective by multihill strategy that exploits crystallographic symmetry. We demonstrate the validity and efficacy of the proposed approach by its applications to self-diffusion and impurity diffusion via monovacancies and divacancies in metallic and ionic crystals.

cond-mat.mtrl-sci↗

A high-entropy form of $R$Mn$_6$Sn$_6$ with distinct magnetotransport regimes correlated to different magnetic structures

The kagome $R$Mn$_6$Sn$_6$ material family has attracted significant attention as high-temperature metallic magnets with a host of different magnetic orderings and anisotropy. Theoretical studies point to the rare-earth ($R$) as the determining factor for both the direction of magnetic anisotropy and the type of magnetic ordering in a given compound. This motivates studying high-entropy forms of $R$Mn$_6$Sn$_6$ to examine how the interplay of several rare-earth elements leads to different magnetic states in a single crystal. Here, we present a rare-earth mix of Tb, Dy, Ho, Er, Tm, and Lu that produces phase transitions from a paramagnet to an easy-plane ferrimagnet (FiM) below $T_{\text{C}}$ = 380 K, then to a FiM easy-axis state at $T_{\text{SR1}}$ = 207 K, to a canted FiM ground state below $T_{\text{SR2}}$ = 79 K. This behavior is consistent with previously reported high-entropy $R$Mn$_6$Sn$_6$ compounds; however, uniquely, the rare-earth mix studied here exhibits a broad transition from easy-plane to easy-axis anisotropy from 270 K to 170 K, and reveals a nonmonotonic magnetoresistance. Using neutron scattering data, we found that both observations correlate with an incommensurate modulated contribution to the spin state due to competing rare-earth interactions. This magnetoresistive behavior and the correlated spin structures underscore the potential for rare-earth engineering of magnetism.

cond-mat.mtrl-sci↗