Comprehensive QM/ML Study of Dislocation Loop Line Segments in α-Zr Part I: Loop Core Geometries, Solute Binding, and Transition Barriers

Zr cladding alloys in nuclear reactors are exposed to high neutron fluxes, making irradiation-induced defects and solute segregation central to understanding their in-service behaviour. Dislocation cores involve short-range chemistry and long-range elastic fields, which are difficult to describe simultaneously using conventional atomistic methods. Using a hybrid quantum mechanics/machine learning (QM/ML) framework, this part of work examines prismatic loops in hcp α-Zr. All three loop variants are considered, including faulted and perfect, interstitial- and vacancy-type, and first- and second-order prismatic configurations. Nine possible dislocation line segments are characterised in terms of core geometry, solute binding, glide barriers and faulted-to-perfect transition pathways using QM/ML and newly implemented QM/ML-NEB calculations. Shockley and half-Shockley partials, together with basal and prismatic fault ribbons, are found to govern core stabilisation. Fe and H preferentially bind to faulted segments, whereas Sn and Nb favour perfect segments. Solutes can also drive partial motion, recombination and local unfaulting. These results establish a comprehensive picture of loop microstructure, solute trapping and transition mechanisms in α-Zr.

Authors

Publication Details

Journal
arXiv (Cornell University)
Published
2026-10-27
DOI
https://doi.org/10.48550/arxiv.2610.36619
Primary Topic
Fusion materials and technologies
Type
preprint
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preprint

Comprehensive QM/ML Study of Dislocation Loop Line Segments in α-Zr Part I: Loop Core Geometries, Solute Binding, and Transition Barriers

Mark R. Wenman, Andrew P. Horsfield, Junting Zhang
arXiv (Cornell University)
Fusion materials and technologies
preprint

Comprehensive QM/ML Study of Dislocation Loop Line Segments in α-Zr Part I: Loop Core Geometries, Solute Binding, and Transition Barriers

Mark R. Wenman, Andrew P. Horsfield, Junting Zhang
preprint en

Abstract

Zr cladding alloys in nuclear reactors are exposed to high neutron fluxes, making irradiation-induced defects and solute segregation central to understanding their in-service behaviour. Dislocation cores involve short-range chemistry and long-range elastic fields, which are difficult to describe simultaneously using conventional atomistic methods. Using a hybrid quantum mechanics/machine learning (QM/ML) framework, this part of work examines prismatic loops in hcp α-Zr. All three loop variants are considered, including faulted and perfect, interstitial- and vacancy-type, and first- and second-order prismatic configurations. Nine possible dislocation line segments are characterised in terms of core geometry, solute binding, glide barriers and faulted-to-perfect transition pathways using QM/ML and newly implemented QM/ML-NEB calculations. Shockley and half-Shockley partials, together with basal and prismatic fault ribbons, are found to govern core stabilisation. Fe and H preferentially bind to faulted segments, whereas Sn and Nb favour perfect segments. Solutes can also drive partial motion, recombination and local unfaulting. These results establish a comprehensive picture of loop microstructure, solute trapping and transition mechanisms in α-Zr.

arXiv (Cornell University)
Fusion materials and technologies
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Comprehensive QM/ML Study of Dislocation Loop Line Segments in α-Zr Part I: Loop Core Geometries, Solute Binding, and Transition Barriers — Mark R. Wenman, Andrew P. Horsfield, et al. · arXiv (Cornell University) (2026) | TGRS Research Map | TGRS