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3D nanostructural characterisation of grain boundaries in atom probe data utilising machine learning methods

https://doi.org/10.1371/journal.pone.0225041

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/sia.740120302openalex-snapshot

Atom‐Probe analysis of grain boundary segregation

inferredcites →https://doi.org/10.1006/jcss.1997.1504openalex-snapshot

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

inferredcites →https://doi.org/10.1007/978-3-642-49173-3openalex-snapshot

Crystal Defects and Crystalline Interfaces

inferredcites →https://doi.org/10.1007/bf02656503openalex-snapshot

Orientation imaging: The emergence of a new microscopy

inferredcites →https://doi.org/10.1007/s11263-005-6644-8openalex-snapshot

Detecting Pedestrians Using Patterns of Motion and Appearance

inferredcites →https://doi.org/10.1016/0022-3697(62)90148-8openalex-snapshot

The structure of atomically smooth spherical surfaces

inferredcites →https://doi.org/10.1016/0039-6028(76)90411-8openalex-snapshot

Investigations of field evaporation with a field-desorption microscope

inferredcites →https://doi.org/10.1016/0039-6028(79)90651-4openalex-snapshot

Surface analysis and grain-boundary segregation measurements using atom-probe techniques

inferredcites →https://doi.org/10.1016/j.actamat.2009.01.014openalex-snapshot

Grain boundary shear–migration coupling—I. In situ TEM straining experiments in Al polycrystals

inferredcites →https://doi.org/10.1016/j.actamat.2014.05.062openalex-snapshot

The role of disconnections in deformation-coupled grain boundary migration

inferredcites →https://doi.org/10.1016/j.cossms.2013.09.002openalex-snapshot

Atom probe tomography spatial reconstruction: Status and directions

inferredcites →https://doi.org/10.1016/j.scriptamat.2013.07.013openalex-snapshot

The anatomy of grain boundaries: Their structure and atomic-level solute distribution

inferredcites →https://doi.org/10.1016/j.ultramic.2006.06.008openalex-snapshot

In situ site-specific specimen preparation for atom probe tomography

inferredcites →https://doi.org/10.1016/j.ultramic.2010.11.014openalex-snapshot

Atom probe crystallography: Characterization of grain boundary orientation relationships in nanocrystalline aluminium

inferredcites →https://doi.org/10.1016/j.ultramic.2010.11.016openalex-snapshot

Advances in the reconstruction of atom probe tomography data

inferredcites →https://doi.org/10.1016/j.ultramic.2010.11.018openalex-snapshot

Crystallographic structural analysis in atom probe microscopy via 3D Hough transformation

inferredcites →https://doi.org/10.1016/j.ultramic.2013.01.005openalex-snapshot

A full-scale simulation approach for atom probe tomography

inferredcites →https://doi.org/10.1016/j.ultramic.2013.03.004openalex-snapshot

Applying computational geometry techniques for advanced feature analysis in atom probe data

inferredcites →https://doi.org/10.1016/j.ultramic.2014.04.003openalex-snapshot

A novel approach for site-specific atom probe specimen preparation by focused ion beam and transmission electron backscatter diffraction

inferredcites →https://doi.org/10.1016/j.ultramic.2014.12.013openalex-snapshot

Modeling Atom Probe Tomography: A review

inferredcites →https://doi.org/10.1016/j.ultramic.2015.02.009openalex-snapshot

A new systematic framework for crystallographic analysis of atom probe data

inferredcites →https://doi.org/10.1016/j.ultramic.2015.11.001openalex-snapshot

Large volume serial section tomography by Xe Plasma FIB dual beam microscopy

inferredcites →https://doi.org/10.1016/j.ultramic.2018.06.017openalex-snapshot

Machine-learning-based atom probe crystallographic analysis

inferredcites →https://doi.org/10.1016/s1359-6462(98)00485-0openalex-snapshot

Grain boundary segregation in boron added interstitial free steels studied by 3-dimensional atom probe

inferredcites →https://doi.org/10.1016/s1369-7021(12)70164-5openalex-snapshot

Atom probe crystallography

inferredcites →https://doi.org/10.1017/s1431927616012605openalex-snapshot

Correlating Atom Probe Crystallographic Measurements with Transmission Kikuchi Diffraction Data

inferredcites →https://doi.org/10.1017/s1431927618016252openalex-snapshot

Building a Library of Simulated Atom Probe Data for Different Crystal Structures and Tip Orientations Using TAPSim

inferredcites →https://doi.org/10.1038/s41467-018-03591-4openalex-snapshot

Phase nucleation through confined spinodal fluctuations at crystal defects evidenced in Fe-Mn alloys

inferredcites →https://doi.org/10.1051/jphyscol:1987692openalex-snapshot

THE EFFECTS OF LOCAL MAGNIFICATION AND TRAJECTORY ABERRATIONS ON ATOM PROBE ANALYSIS

inferredcites →https://doi.org/10.1063/1.126545openalex-snapshot

Trajectory overlaps and local magnification in three-dimensional atom probe

inferredcites →https://doi.org/10.1063/1.3068197openalex-snapshot

Advances in the calibration of atom probe tomographic reconstruction

inferredcites →https://doi.org/10.1063/1.369706openalex-snapshot

Selective field evaporation in field-ion microscopy for ordered alloys

inferredcites →https://doi.org/10.1080/14786440109462720openalex-snapshot

LIII. On lines and planes of closest fit to systems of points in space

inferredcites →https://doi.org/10.1103/physrev.102.618openalex-snapshot

Field Desorption

inferredcites →https://doi.org/10.1109/tpami.2004.53openalex-snapshot

Support vector tracking

inferredcites →https://doi.org/10.1111/j.1365-2818.2010.03401.xopenalex-snapshot

Effect of gallium focused ion beam milling on preparation of aluminium thin foils

inferredcites →https://doi.org/10.1145/361237.361242openalex-snapshot

Use of the Hough transformation to detect lines and curves in pictures

inferredcites →https://doi.org/10.1201/9781482287479openalex-snapshot

Introduction to Texture Analysis

inferredcites →https://doi.org/10.1557/jmr.2018.375openalex-snapshot

Interfaces and defect composition at the near-atomic scale through atom probe tomography investigations

inferredcites →https://doi.org/10.3169/itej.72.736openalex-snapshot

OpenCV: Open Source Computer Vision Library

inferredcites →https://doi.org/10.5244/c.20.6openalex-snapshot

Real-Time Tracking via On-line Boosting

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.5281/zenodo.3904301openalex-extracted

On Open and Strong-Scaling Tools for Atom Probe Crystallography: High-Throughput Methods for Indexing Crystal Structure and Orientation

inferred← citeshttps://doi.org/10.1002/adem.202201514openalex-snapshot

Review of Microstructure–Mechanical Property Relationships in Cast and Wrought Ni‐Based Superalloys with Boron, Carbon, and Zirconium Microalloying Additions

inferred← citeshttps://doi.org/10.1002/srin.202500485openalex-snapshot

Influence of Competitive C–P Segregation on Austenite Grain Growth in Iron Alloys

inferred← citeshttps://doi.org/10.1007/s10845-024-02383-6openalex-snapshot

Robust image-based cross-sectional grain boundary detection and characterization using machine learning

inferred← citeshttps://doi.org/10.1007/s11837-021-04805-9openalex-snapshot

Adoption of Image-Driven Machine Learning for Microstructure Characterization and Materials Design: A Perspective

inferred← citeshttps://doi.org/10.1016/b978-0-443-21710-4.00015-xopenalex-snapshot

Atom Probe Tomography

inferred← citeshttps://doi.org/10.1016/b978-0-443-22256-6.00004-xopenalex-snapshot

Pixels to properties

inferred← citeshttps://doi.org/10.1016/j.actamat.2022.117633openalex-snapshot

Revealing in-plane grain boundary composition features through machine learning from atom probe tomography data

inferred← citeshttps://doi.org/10.1016/j.actamat.2023.118877openalex-snapshot

High temperature plasticity at twin boundary in Al: An in-situ TEM perspective

inferred← citeshttps://doi.org/10.1016/j.matchar.2023.112812openalex-snapshot

Ga-induced delithiation of grain boundaries in a Li containing Al-based alloy

inferred← citeshttps://doi.org/10.1016/j.micron.2026.104049openalex-snapshot

Revisiting crystalline orientation relationship measurements via electron diffraction - enhancing efficiency and accuracy through post‑processing

inferred← citeshttps://doi.org/10.1016/j.pmatsci.2025.101561openalex-snapshot

Machine learning enhanced atom probe tomography analysis

inferred← citeshttps://doi.org/10.1017/s1431927620000197openalex-snapshot

Reflections on the Analysis of Interfaces and Grain Boundaries by Atom Probe Tomography

inferred← citeshttps://doi.org/10.1017/s1431927621000349openalex-snapshot

Correlative Approach for Atom Probe Sample Preparation of Interfaces Using Plasma Focused Ion Beam Without Lift-Out

inferred← citeshttps://doi.org/10.1038/s41598-021-86969-7openalex-snapshot

Grain-boundary segregation of magnesium in doped cuprous oxide and impact on electrical transport properties

inferred← citeshttps://doi.org/10.1038/s42005-023-01203-2openalex-snapshot

Introducing field evaporation energy loss spectroscopy

inferred← citeshttps://doi.org/10.1088/1361-648x/ad81a2openalex-snapshot

Machine learning assisted crystallographic reconstruction from atom probe tomographic images

inferred← citeshttps://doi.org/10.1093/mam/ozae077openalex-snapshot

Optimization of Parameters for Atom Probe Tomography Analysis of β-Tricalcium Phosphates

inferred← citeshttps://doi.org/10.1093/mam/ozag027openalex-snapshot

Gaussian Process Regression Applied to Atom Probe Tomography Data Reconstruction

inferred← citeshttps://doi.org/10.1107/s1600576721008578openalex-snapshot

Open and strong-scaling tools for atom-probe crystallography: high-throughput methods for indexing crystal structure and orientation

inferred← citeshttps://doi.org/10.31613/ceramist.2025.00220openalex-snapshot

A Comprehensive Review on the Technological Evolution and Perspective of Atom Probe Tomography

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.