Mapping mesoscopic phase evolution during E-beam induced transformations via deep learning of atomically resolved images

Single Cr atom catalytic growth of graphene

(2018) Huy Q. Ta et al.   Nano Research

Engineering and modifying two-dimensional materials by electron beams

(2017) Xiaoxu Zhao et al.   MRS BULLETIN

Single-atom dynamics in scanning transmission electron microscopy

(2017) Rohan Mishra et al.   MRS BULLETIN

Single-atom fabrication with electron and ion beams: From surfaces and two-dimensional materials toward three-dimensional atom-by-atom assembly

(2017) Sergei V. Kalinin et al.   MRS BULLETIN

Manipulating low-dimensional materials down to the level of single atoms with electron irradiation

(2017) Toma Susi et al.   ULTRAMICROSCOPY

Computer-Assisted Synthetic Planning: The End of the Beginning

(2016) Sara Szymkuć et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Materials Data Infrastructure: A Case Study of the Citrination Platform to Examine Data Import, Storage, and Access

(2016) Jordan O’Mara et al.   JOM

Beyond bulk single crystals: A data format for all materials structure–property–processing relationships

(2016) Kyle Michel et al.   MRS BULLETIN

Materials science with large-scale data and informatics: Unlocking new opportunities

(2016) Joanne Hill et al.   MRS BULLETIN

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

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

Machine-learning-assisted materials discovery using failed experiments

(2016) Paul Raccuglia et al.   NATURE

Data mining our way to the next generation of thermoelectrics

(2016) Taylor D. Sparks et al.   SCRIPTA MATERIALIA

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

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

Big Data Meets Quantum Chemistry Approximations: The Δ-Machine Learning Approach

(2015) Raghunathan Ramakrishnan et al.   Journal of Chemical Theory and Computation

Partial Dislocations in Graphene and Their Atomic Level Migration Dynamics

(2015) Alex W. Robertson et al.   NANO LETTERS

Deep learning

(2015) Yann LeCun et al.   NATURE

Electron beam damage in oxides: a review

(2015) Nan Jiang   REPORTS ON PROGRESS IN PHYSICS

Patterning: Atomic-Level Sculpting of Crystalline Oxides: Toward Bulk Nanofabrication with Single Atomic Plane Precision (Small 44/2015)

(2015) Stephen Jesse et al.   Small

Atomic-Level Sculpting of Crystalline Oxides: Toward Bulk Nanofabrication with Single Atomic Plane Precision

(2015) Stephen Jesse et al.   Small

In-operando high-speed tomography of lithium-ion batteries during thermal runaway

(2015) Donal P. Finegan et al.   Nature Communications

In-operando optical imaging of temporal and spatial distribution of polysulfides in lithium-sulfur batteries

(2015) Yongming Sun et al.   Nano Energy

Organic Chemistry as a Language and the Implications of Chemical Linguistics for Structural and Retrosynthetic Analyses

(2014) Andrea Cadeddu et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Materials for Intermediate-Temperature Solid-Oxide Fuel Cells

(2014) John A. Kilner et al.   Annual Review of Materials Research

Direct Observation of a Long-Lived Single-Atom Catalyst Chiseling Atomic Structures in Graphene

(2014) Wei Li Wang et al.   NANO LETTERS

Atomic mechanism of the semiconducting-to-metallic phase transition in single-layered MoS2

(2014) Yung-Chang Lin et al.   Nature Nanotechnology

Direct Observation of Dopant Atom Diffusion in a Bulk Semiconductor Crystal Enhanced by a Large Size Mismatch

(2014) Ryo Ishikawa et al.   PHYSICAL REVIEW LETTERS

Silicon–Carbon Bond Inversions Driven by 60-keV Electrons in Graphene

(2014) Toma Susi et al.   PHYSICAL REVIEW LETTERS

Direct in situ observations of single Fe atom catalytic processes and anomalous diffusion at graphene edges

(2014) J. Zhao et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Imaging atomic-level random walk of a point defect in graphene

(2014) Jani Kotakoski et al.   Nature Communications

Crystal growth within a phase change memory cell

(2014) Abu Sebastian et al.   Nature Communications

Quantum chemistry structures and properties of 134 kilo molecules

(2014) Raghunathan Ramakrishnan et al.   Scientific Data

The high-throughput highway to computational materials design

(2013) Stefano Curtarolo et al.   NATURE MATERIALS

Machine-learning approach for one- and two-body corrections to density functional theory: Applications to molecular and condensed water

(2013) Albert P. Bartók et al.   PHYSICAL REVIEW B

Imaging Atomic Rearrangements in Two-Dimensional Silica Glass: Watching Silica's Dance

(2013) P. Y. Huang et al.   SCIENCE

Commentary: The Materials Project: A materials genome approach to accelerating materials innovation

(2013) Anubhav Jain et al.   APL Materials

Formation of the Spinel Phase in the Layered Composite Cathode Used in Li-Ion Batteries

(2012) Meng Gu et al.   ACS Nano

Direct Experimental Evidence of Metal-Mediated Etching of Suspended Graphene

(2012) Quentin M. Ramasse et al.   ACS Nano

Electron-Beam-Induced Elastic–Plastic Transition in Si Nanowires

(2012) Sheng Dai et al.   NANO LETTERS

Probing oxygen vacancy concentration and homogeneity in solid-oxide fuel-cell cathode materials on the subunit-cell level

(2012) Young-Min Kim et al.   NATURE MATERIALS

Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning

(2012) Matthias Rupp et al.   PHYSICAL REVIEW LETTERS

Electron-Beam-Induced Substitutional Carbon Doping of Boron Nitride Nanosheets, Nanoribbons, and Nanotubes

(2011) Xianlong Wei et al.   ACS Nano

A high-throughput infrastructure for density functional theory calculations

(2011) Anubhav Jain et al.   COMPUTATIONAL MATERIALS SCIENCE

High-throughput electronic band structure calculations: Challenges and tools

(2010) Wahyu Setyawan et al.   COMPUTATIONAL MATERIALS SCIENCE