journal article·2025-09-03Open access

Nanoscale Phase Identification Using Two-Dimensional Pair Correlation Functions: A Case Study on Hafnium Oxide

S Calderon V, Charles Evans, Samantha T Jaszewski, Jon F Ihlefeld, Elizabeth C Dickey

Microscopy and Microanalysis· Volume 31· Issue 5

Abstract

Abstract Accurate identification of local phases in nanocrystalline materials is essential for understanding their functional properties, but it remains a significant challenge for polymorphic materials to locally differentiate them at nanoscale. This challenge is further compounded in polycrystalline materials with randomly oriented grains and the coexistence of multiple phases. In this report, we present a methodology for phase and orientation identification at the nanoscale by leveraging vector pair correlation functions extracted from atomically resolved scanning transmission electron microscopy (STEM) images. We demonstrate the accuracy of the methodology on both simulated and experimental data from HfO2-based films, a material that exhibits multiple coexisting phases in films with thicknesses ranging from 5 to 20 nm. While demonstrated on HfO2 films, the methodology can be extended to other polymorphic nanocrystalline systems with complex phase coexistence.
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Research context

OpenAlex topics: Machine Learning in Materials Science · Advanced Materials Characterization Techniques · Electron and X-Ray Spectroscopy Techniques

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Materials Science and Engineering, Carnegie Mellon University , 5000 Forbes Ave, Pittsburgh, PA 15213 ,

Department of Materials Science and Engineering, University of Virginia , 395 McCormick Road, Charlottesville, VA 22904 ,

Charles L. Brown Department of Electrical and Computer Engineering, University of Virginia , 351 McCormick Road, Charlottesville, VA 22904 ,

Funding

Department of Energy · Office of Science · Office of Basic Energy Sciences · Energy Frontier Research Centers

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