Crystal symmetry determination in electron diffraction using machine learning

Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks

(2019) Felipe Oviedo et al.   npj Computational Materials

Phase differentiation by electron backscatter diffraction using the dictionary indexing approach

(2018) Farangis Ram et al.   ACTA MATERIALIA

Dislocation-type evolution in quasi-statically compressed polycrystalline nickel

(2018) Chaoyi Zhu et al.   ACTA MATERIALIA

Machine learning directed search for ultraincompressible, superhard materials

(2018) Aria Mansouri Tehrani et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties

(2018) Tian Xie et al.   PHYSICAL REVIEW LETTERS

Insightful classification of crystal structures using deep learning

(2018) Angelo Ziletti et al.   Nature Communications

Accelerated discovery of metallic glasses through iteration of machine learning and high-throughput experiments

(2018) Fang Ren et al.   Science Advances

The Benefits and Applications of a CMOS-based EBSD Detector

(2018) J. Goulden et al.   MICROSCOPY AND MICROANALYSIS

Deep neural networks for accurate predictions of crystal stability

(2018) Weike Ye et al.   Nature Communications

An efficient machine learning approach to establish structure-property linkages

(2018) Jaimyun Jung et al.   COMPUTATIONAL MATERIALS SCIENCE

Investigation of the shear response and geometrically necessary dislocation densities in shear localization in high-purity titanium

(2017) Chaoyi Zhu et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Hydrogen positions in single nanocrystals revealed by electron diffraction

(2017) L. Palatinus et al.   SCIENCE

Universal fragment descriptors for predicting properties of inorganic crystals

(2017) Olexandr Isayev et al.   Nature Communications

Accelerated discovery of new magnets in the Heusler alloy family

(2017) Stefano Sanvito et al.   Science Advances

Determination of geometrically necessary dislocations in large shear strain localization in aluminum

(2016) Chaoyi Zhu et al.   ACTA MATERIALIA

High-Throughput Machine-Learning-Driven Synthesis of Full-Heusler Compounds

(2016) Anton O. Oliynyk et al.   CHEMISTRY OF MATERIALS

Accelerated search for materials with targeted properties by adaptive design

(2016) Dezhen Xue et al.   Nature Communications

A computer vision approach for automated analysis and classification of microstructural image data

(2015) Brian L. DeCost et al.   COMPUTATIONAL MATERIALS SCIENCE

Structure of the toxic core of α-synuclein from invisible crystals

(2015) Jose A. Rodriguez et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Determining the Bravais lattice using a single electron backscatter diffraction pattern

(2015) Lili Li et al.   JOURNAL OF APPLIED CRYSTALLOGRAPHY

Big data are shaping the future of materials science

(2013) Ashley A. White   MRS BULLETIN

Evaluation of misindexing of EBSD patterns in a ferritic steel

(2012) T. KARTHIKEYAN et al.   JOURNAL OF MICROSCOPY

Imaging ultrafast molecular dynamics with laser-induced electron diffraction

(2012) Cosmin I. Blaga et al.   NATURE

Mechanical properties of hybrid inorganic–organic framework materials: establishing fundamental structure–property relationships

(2011) Jin Chong Tan et al.   CHEMICAL SOCIETY REVIEWS

VESTA 3for three-dimensional visualization of crystal, volumetric and morphology data

(2011) Koichi Momma et al.   JOURNAL OF APPLIED CRYSTALLOGRAPHY

Effect of microscopic parameters on EBSD spatial resolution

(2011) Delphic Chen et al.   ULTRAMICROSCOPY

The combined use of EBSD and EDX analyses for the identification of complex intermetallic phases in multicomponent Al–Si piston alloys

(2009) C.-L. Chen et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Electron tomography and holography in materials science

(2009) Paul A. Midgley et al.   NATURE MATERIALS

Automated mapping of K-feldspar by electron backscatter diffraction and application to 40Ar/39Ar dating

(2008) Sandra McLaren et al.   JOURNAL OF STRUCTURAL GEOLOGY

Coordination-dependent surface atomic contraction in nanocrystals revealed by coherent diffraction

(2008) W. J. Huang et al.   NATURE MATERIALS