Automated and Autonomous Experiments in Electron and Scanning Probe Microscopy

Toward Decoding the Relationship between Domain Structure and Functionality in Ferroelectrics via Hidden Latent Variables

(2021) Sergei V. Kalinin et al.   ACS Applied Materials & Interfaces

Automated Tip Conditioning for Scanning Tunneling Spectroscopy

(2021) Shenkai Wang et al.   JOURNAL OF PHYSICAL CHEMISTRY A

Predictability as a probe of manifest and latent physics: The case of atomic scale structural, chemical, and polarization behaviors in multiferroic Sm-doped BiFeO3

(2021) Maxim Ziatdinov et al.   Applied Physics Reviews

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

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

Ensemble learning-iterative training machine learning for uncertainty quantification and automated experiment in atom-resolved microscopy

(2021) Ayana Ghosh et al.   npj Computational Materials

Beyond Ternary OPV: High‐Throughput Experimentation and Self‐Driving Laboratories Optimize Multicomponent Systems

(2020) Stefan Langner et al.   ADVANCED MATERIALS

Advances in Kriging-Based Autonomous X-Ray Scattering Experiments

(2020) Marcus M. Noack et al.   Scientific Reports

Dynamic Manipulation in Piezoresponse Force Microscopy: Creating Nonequilibrium Phases with Large Electromechanical Response

(2020) Kyle P. Kelley et al.   ACS Nano

Guided search for desired functional responses via Bayesian optimization of generative model: Hysteresis loop shape engineering in ferroelectrics

(2020) Sergei V. Kalinin et al.   JOURNAL OF APPLIED PHYSICS

Fast Scanning Probe Microscopy via Machine Learning: Non‐Rectangular Scans with Compressed Sensing and Gaussian Process Optimization

(2020) Kyle P. Kelley et al.   Small

Deep-neural-network solution of the electronic Schrödinger equation

(2020) Jan Hermann et al.   Nature Chemistry

Deep Reinforcement Learning for Multiagent Systems: A Review of Challenges, Solutions, and Applications

(2020) Thanh Thi Nguyen et al.   IEEE Transactions on Cybernetics

Chemical Robotics Enabled Exploration of Stability in Multicomponent Lead Halide Perovskites via Machine Learning

(2020) Kate Higgins et al.   ACS Energy Letters

Autonomous robotic nanofabrication with reinforcement learning

(2020) Philipp Leinen et al.   Science Advances

Machine Learning for Electronically Excited States of Molecules

(2020) Julia Westermayr et al.   CHEMICAL REVIEWS

Deep learning analysis of defect and phase evolution during electron beam-induced transformations in WS2

(2019) Artem Maksov et al.   npj Computational Materials

Identification of site-specific isotopic labels by vibrational spectroscopy in the electron microscope

(2019) Jordan A. Hachtel et al.   SCIENCE

Software tools for automated transmission electron microscopy

(2019) Martin Schorb et al.   NATURE METHODS

Electronically Nonadiabatic Structural Transformations Promoted by Electron Beams

(2019) David B. Lingerfelt et al.   ADVANCED FUNCTIONAL MATERIALS

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

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

Rosette-scan video-rate atomic force microscopy: Trajectory patterning and control design

(2019) Nastaran Nikooienejad et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

Artificial neural network correction for density-functional tight-binding molecular dynamics simulations

(2019) Junmian Zhu et al.   MRS Communications

USID and Pycroscopy – Open Source Frameworks for Storing and Analyzing Imaging and Spectroscopy Data

(2019) Suhas Somnath et al.   MICROSCOPY AND MICROANALYSIS

Nion Swift: Open Source Image Processing Software for Instrument Control, Data Acquisition, Organization, Visualization, and Analysis Using Python.

(2019) Chris Meyer et al.   MICROSCOPY AND MICROANALYSIS

py4DSTEM: Open Source Software for 4D-STEM Data Analysis

(2019) Benjamin H. Savitzky et al.   MICROSCOPY AND MICROANALYSIS

A self-driving microscope and the Atomic Forge

(2019) Ondrej Dyck et al.   MRS BULLETIN

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

(2019) Maxim Ziatdinov et al.   Science Advances

Learning dexterous in-hand manipulation

(2019) OpenAI: Marcin Andrychowicz et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Spatial and spectral dynamics in STEM hyperspectral imaging using random scan patterns

(2019) Alberto Zobelli et al.   ULTRAMICROSCOPY

A Kriging-Based Approach to Autonomous Experimentation with Applications to X-Ray Scattering

(2019) Marcus M. Noack et al.   Scientific Reports

Autonomous Scanning Probe Microscopy in Situ Tip Conditioning through Machine Learning

(2018) Mohammad Rashidi et al.   ACS Nano

Subsampled STEM-ptychography

(2018) Andrew Stevens et al.   APPLIED PHYSICS LETTERS

Direct atomic fabrication and dopant positioning in Si using electron beams with active real-time image-based feedback

(2018) Stephen Jesse et al.   NANOTECHNOLOGY

Deep Rotation Equivariant Network

(2018) Junying Li et al.   NEUROCOMPUTING

Ultrafast current imaging by Bayesian inversion

(2018) S. Somnath et al.   Nature Communications

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Building Structures Atom by Atom via Electron Beam Manipulation

(2018) Ondrej Dyck et al.   Small

Compressed Sensing of Scanning Transmission Electron Microscopy (STEM) With Nonrectangular Scans

(2018) Xin Li et al.   MICROSCOPY AND MICROANALYSIS

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play

(2018) David Silver et al.   SCIENCE

A continuous sampling pattern design algorithm for atomic force microscopy images

(2018) Yufan Luo et al.   ULTRAMICROSCOPY

Video-Rate Non-Raster AFM Imaging With Cycloid Trajectory

(2018) Nastaran Nikooienejad et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Towards the low-dose characterization of beam sensitive nanostructures via implementation of sparse image acquisition in scanning transmission electron microscopy

(2017) Sunghwan Hwang et al.   MEASUREMENT SCIENCE and TECHNOLOGY

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

(2017) Toma Susi et al.   ULTRAMICROSCOPY

Learning surface molecular structures via machine vision

(2017) Maxim Ziatdinov et al.   npj Computational Materials

Precision controlled atomic resolution scanning transmission electron microscopy using spiral scan pathways

(2017) Xiahan Sang et al.   Scientific Reports

Directing Matter: Toward Atomic-Scale 3D Nanofabrication

(2016) Stephen Jesse et al.   ACS Nano

Big, Deep, and Smart Data in Scanning Probe Microscopy

(2016) Sergei V. Kalinin et al.   ACS Nano

Development of a fast electromagnetic beam blanker for compressed sensing in scanning transmission electron microscopy

(2016) A. Béché et al.   APPLIED PHYSICS LETTERS

Implementing an accurate and rapid sparse sampling approach for low-dose atomic resolution STEM imaging

(2016) L. Kovarik et al.   APPLIED PHYSICS LETTERS

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

(2016) Jordan O’Mara et al.   JOM

Deep data mining in a real space: separation of intertwined electronic responses in a lightly doped BaFe2As2

(2016) Maxim Ziatdinov et al.   NANOTECHNOLOGY

Data mining graphene: correlative analysis of structure and electronic degrees of freedom in graphenic monolayers with defects

(2016) Maxim Ziatdinov et al.   NANOTECHNOLOGY

Fire up the atom forge

(2016) Sergei V. Kalinin et al.   NATURE

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Electron Energy Loss Spectroscopy imaging of surface plasmons at the nanometer scale

(2016) Christian Colliex et al.   ULTRAMICROSCOPY

Current status and future directions for in situ transmission electron microscopy

(2016) Mitra L. Taheri et al.   ULTRAMICROSCOPY

Damage-free vibrational spectroscopy of biological materials in the electron microscope

(2016) Peter Rez et al.   Nature Communications

Bayesian Fusion of Multi-Band Images

(2015) Qi Wei et al.   IEEE Journal of Selected Topics in Signal Processing

Hyperspectral and Multispectral Image Fusion Based on a Sparse Representation

(2015) Qi Wei et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Fast Fusion of Multi-Band Images Based on Solving a Sylvester Equation

(2015) Qi Wei et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

An adaptive non-raster scanning method in atomic force microscopy for simple sample shapes

(2015) Kaiqiang Zhang et al.   MEASUREMENT SCIENCE and TECHNOLOGY

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Big–deep–smart data in imaging for guiding materials design

(2015) Sergei V. Kalinin et al.   NATURE MATERIALS

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

(2015) Stephen Jesse et al.   Small

A bridge for accelerating materials by design

(2015) Bobby G Sumpter et al.   npj Computational Materials

Imaging of built-in electric field at a p-n junction by scanning transmission electron microscopy

(2015) Naoya Shibata et al.   Scientific Reports

Deep Data Analysis of Conductive Phenomena on Complex Oxide Interfaces: Physics from Data Mining

(2014) Evgheni Strelcov et al.   ACS Nano

Discovery of Wall-Selective Carbon Nanotube Growth Conditions via Automated Experimentation

(2014) Pavel Nikolaev et al.   ACS Nano

Band Excitation in Scanning Probe Microscopy: Recognition and Functional Imaging

(2014) S. Jesse et al.   Annual Review of Physical Chemistry

Video-Rate Lissajous-Scan Atomic Force Microscopy

(2014) Yuen Kuan Yong et al.   IEEE TRANSACTIONS ON NANOTECHNOLOGY

Vibrational spectroscopy in the electron microscope

(2014) Ondrej L. Krivanek et al.   NATURE

Advanced scanning probe lithography

(2014) Ricardo Garcia et al.   Nature Nanotechnology

Achieving Atomic Resolution Magnetic Dichroism by Controlling the Phase Symmetry of an Electron Probe

(2014) Ján Rusz et al.   PHYSICAL REVIEW LETTERS

Note: Fast imaging of DNA in atomic force microscopy enabled by a local raster scan algorithm

(2014) Peng Huang et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

Polarization Dynamics in Ferroelectric Capacitors: Local Perspective on Emergent Collective Behavior and Memory Effects

(2013) Rama K. Vasudevan et al.   ADVANCED FUNCTIONAL MATERIALS

Probing Local Ionic Dynamics in Functional Oxides at the Nanoscale

(2013) Evgheni Strelcov et al.   NANO LETTERS

Improved accuracy and speed in scanning probe microscopy by image reconstruction from non-gridded position sensor data

(2013) Dominik Ziegler et al.   NANOTECHNOLOGY

Correlative Multimodal Probing of Ionically-Mediated Electromechanical Phenomena in Simple Oxides

(2013) Yunseok Kim et al.   Scientific Reports

The potential for Bayesian compressive sensing to significantly reduce electron dose in high-resolution STEM images

(2013) Andrew Stevens et al.   Microscopy

Monochromated STEM with a 30 meV-wide, atom-sized electron probe

(2013) Ondrej L. Krivanek et al.   Microscopy

Dynamic piezoresponse force microscopy: Spatially resolved probing of polarization dynamics in time and voltage domains

(2012) A. Kumar et al.   JOURNAL OF APPLIED PHYSICS

High-speed multiresolution scanning probe microscopy based on Lissajous scan trajectories

(2012) Tomas Tuma et al.   NANOTECHNOLOGY

A single-atom transistor

(2012) Martin Fuechsle et al.   Nature Nanotechnology

Differential phase-contrast microscopy at atomic resolution

(2012) Naoya Shibata et al.   Nature Physics

Spectroscopic imaging in piezoresponse force microscopy: New opportunities for studying polarization dynamics in ferroelectrics and multiferroics

(2012) R.K. Vasudevan et al.   MRS Communications

Automated probe microscopy via evolutionary optimization at the atomic scale

(2011) Richard A. J. Woolley et al.   APPLIED PHYSICS LETTERS

Sketched oxide single-electron transistor

(2011) Guanglei Cheng et al.   Nature Nanotechnology

REPRINT OF: Aberration measurement in HRTEM: Implementation and diagnostic use of numerical procedures for the highly precise recognition of diffractogram patterns

(2011) J. Barthel et al.   ULTRAMICROSCOPY

“Water-cycle” mechanism for writing and erasing nanostructures at the LaAlO3/SrTiO3 interface

(2010) Feng Bi et al.   APPLIED PHYSICS LETTERS

Nanopatterning of carbonaceous structures by field-induced carbon dioxide splitting with a force microscope

(2010) R. Garcia et al.   APPLIED PHYSICS LETTERS

Spatially resolved probing of Preisach density in polycrystalline ferroelectric thin films

(2010) S. Guo et al.   JOURNAL OF APPLIED PHYSICS

Spiral Scanning Method for Atomic Force Microscopy

(2010) Shao-Kang Hung   JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY

High-speed cycloid-scan atomic force microscopy

(2010) Y K Yong et al.   NANOTECHNOLOGY

Production and application of electron vortex beams

(2010) J. Verbeeck et al.   NATURE

Crystallization from amorphous structure to hexagonal quantum dots induced by an electron beam on CdTe thin films

(2009) M. Becerril et al.   JOURNAL OF CRYSTAL GROWTH

Atomic-resolution spectroscopic imaging: past, present and future

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

Electromechanical Imaging and Spectroscopy of Ferroelectric and Piezoelectric Materials: State of the Art and Prospects for the Future

(2009) Nina Balke et al.   JOURNAL OF THE AMERICAN CERAMIC SOCIETY

K-space Navigation for Accurate High-angle Tilting and Control of the TEAM Sample Stage

(2009) T Duden et al.   MICROSCOPY AND MICROANALYSIS

Functional recognition imaging using artificial neural networks: applications to rapid cellular identification via broadband electromechanical response

(2009) M P Nikiforov et al.   NANOTECHNOLOGY

Adaptive probe trajectory scanning probe microscopy for multiresolution measurements of interface geometry

(2009) Oleg S Ovchinnikov et al.   NANOTECHNOLOGY

Fast spiral-scan atomic force microscopy

(2009) I A Mahmood et al.   NANOTECHNOLOGY

Principal component and spatial correlation analysis of spectroscopic-imaging data in scanning probe microscopy

(2009) Stephen Jesse et al.   NANOTECHNOLOGY

Rapid multidimensional data acquisition in scanning probe microscopy applied to local polarization dynamics and voltage dependent contact mechanics

(2008) Stephen Jesse et al.   APPLIED PHYSICS LETTERS

Detection of magnetic circular dichroism on the two-nanometer scale

(2008) Peter Schattschneider et al.   PHYSICAL REVIEW B

Measurement method of aberration from Ronchigram by autocorrelation function

(2008) H. Sawada et al.   ULTRAMICROSCOPY

An electron microscope for the aberration-corrected era

(2007) O.L. Krivanek et al.   ULTRAMICROSCOPY