Deep Bayesian local crystallography

Training artificial neural networks for precision orientation and strain mapping using 4D electron diffraction datasets

(2021) Renliang Yuan et al.   ULTRAMICROSCOPY

Disentangling Rotational Dynamics and Ordering Transitions in a System of Self-Organizing Protein Nanorods via Rotationally Invariant Latent Representations

(2021) Sergei V. Kalinin et al.   ACS Nano

Exploring order parameters and dynamic processes in disordered systems via variational autoencoders

(2021) Sergei V. Kalinin et al.   Science Advances

Learning from Imperfections: Predicting Structure and Thermodynamics from Atomic Imaging of Fluctuations

(2019) Lukas Vlcek et al.   ACS Nano

Building ferroelectric from the bottom up: The machine learning analysis of the atomic-scale ferroelectric distortions

(2019) M. Ziatdinov et al.   APPLIED PHYSICS LETTERS

Building and exploring libraries of atomic defects in graphene: Scanning transmission electron and scanning tunneling microscopy study

(2019) Maxim Ziatdinov et al.   Science Advances

Atomic Mechanisms for the Si Atom Dynamics in Graphene: Chemical Transformations at the Edge and in the Bulk

(2019) Maxim Ziatdinov et al.   ADVANCED FUNCTIONAL MATERIALS

Mechanistic Analysis of Oxygen Vacancy Formation and Ionic Transport in Sr3Fe2O7−δ

(2018) Tadashi Ota et al.   Journal of Physical Chemistry C

Nanoscale diffractive probing of strain dynamics in ultrafast transmission electron microscopy

(2018) Armin Feist et al.   Structural Dynamics

Electron ptychography of 2D materials to deep sub-ångström resolution

(2018) Yi Jiang et al.   NATURE

Consistent Integration of Experimental and Ab Initio Data into Effective Physical Models

(2017) Lukas Vlcek et al.   Journal of Chemical Theory and Computation

Slush-like polar structures in single-crystal relaxors

(2017) Hiroyuki Takenaka et al.   NATURE

Quantification of flexoelectricity in PbTiO3/SrTiO3 superlattice polar vortices using machine learning and phase-field modeling

(2017) Q. Li et al.   Nature Communications

Defects and disorder in metal organic frameworks

(2016) Anthony K. Cheetham et al.   DALTON TRANSACTIONS

Phases and Interfaces from Real Space Atomically Resolved Data: Physics-Based Deep Data Image Analysis

(2016) Rama K. Vasudevan et al.   NANO LETTERS

Big Data Analytics for Scanning Transmission Electron Microscopy Ptychography

(2016) S. Jesse et al.   Scientific Reports

Towards 3D Mapping of BO6 Octahedron Rotations at Perovskite Heterointerfaces, Unit Cell by Unit Cell

(2015) Qian He et al.   ACS Nano

Better Catalysts through Microscopy: Mesoscale M1/M2 Intergrowth in Molybdenum–Vanadium Based Complex Oxide Catalysts for Propane Ammoxidation

(2015) Qian He et al.   ACS Nano

Big data in reciprocal space: Sliding fast Fourier transforms for determining periodicity

(2015) Rama K. Vasudevan et al.   APPLIED PHYSICS LETTERS

Strain mapping at nanometer resolution using advanced nano-beam electron diffraction

(2015) V. B. Ozdol et al.   APPLIED PHYSICS LETTERS

The crystallography of correlated disorder

(2015) David A. Keen et al.   NATURE

Probabilistic machine learning and artificial intelligence

(2015) Zoubin Ghahramani   NATURE

Artefacts in geometric phase analysis of compound materials

(2015) Jonathan J.P. Peters et al.   ULTRAMICROSCOPY

Identification of phases, symmetries and defects through local crystallography

(2015) Alex Belianinov et al.   Nature Communications

Direct observation of ferroelectric field effect and vacancy-controlled screening at the BiFeO 3 /La x Sr1−xMnO 3 interface

(2014) Young-Min Kim et al.   NATURE MATERIALS

Competing Exchange Interactions on the Verge of a Metal-Insulator Transition in the Two-Dimensional Spiral MagnetSr3Fe2O7

(2014) J.-H. Kim et al.   PHYSICAL REVIEW LETTERS

Picometre-precision analysis of scanning transmission electron microscopy images of platinum nanocatalysts

(2014) Andrew B. Yankovich et al.   Nature Communications

GSAS-II: the genesis of a modern open-source all purpose crystallography software package

(2013) Brian H. Toby et al.   JOURNAL OF APPLIED CRYSTALLOGRAPHY

Local crystallography analysis for atomically resolved scanning tunneling microscopy images

(2013) Wenzhi Lin et al.   NANOTECHNOLOGY

Magnetic phase diagram of Sr3Fe2O7−δ

(2013) D. C. Peets et al.   PHYSICAL REVIEW B

Exploring Mesoscopic Physics of Vacancy-Ordered Systems through Atomic Scale Observations of Topological Defects

(2012) A. Y. Borisevich et al.   PHYSICAL REVIEW LETTERS

Spectral mixture analysis of EELS spectrum-images

(2012) Nicolas Dobigeon et al.   ULTRAMICROSCOPY

Spontaneous Vortex Nanodomain Arrays at Ferroelectric Heterointerfaces

(2011) Christopher T. Nelson et al.   NANO LETTERS

Atom-by-atom structural and chemical analysis by annular dark-field electron microscopy

(2010) Ondrej L. Krivanek et al.   NATURE

Atomic-Scale Compensation Phenomena at Polar Interfaces

(2010) Matthew F. Chisholm et al.   PHYSICAL REVIEW LETTERS

Suppression of Octahedral Tilts and Associated Changes in Electronic Properties at Epitaxial Oxide Heterostructure Interfaces

(2010) A. Y. Borisevich et al.   PHYSICAL REVIEW LETTERS

Atomic-resolution spectroscopic imaging: past, present and future

(2009) S. J. Pennycook et al.   Microscopy

Oxygen octahedron reconstruction in theSrTiO3/LaAlO3heterointerfaces investigated using aberration-corrected ultrahigh-resolution transmission electron microscopy

(2009) C. L. Jia et al.   PHYSICAL REVIEW B

Experimental examination of displacement and strain fields in an edge dislocation core

(2008) C.W. Zhao et al.   ACTA MATERIALIA

Dislocation core investigation by geometric phase analysis and the dislocation density tensor

(2008) J Kioseoglou et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS