Autonomous Experiments in Scanning Probe Microscopy and Spectroscopy: Choosing Where to Explore Polarization Dynamics in Ferroelectrics

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

Predictability of Localized Plasmonic Responses in Nanoparticle Assemblies

(2021) Kevin M. Roccapriore et al.   Small

Advances in Kriging-Based Autonomous X-Ray Scattering Experiments

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

Imaging mechanism for hyperspectral scanning probe microscopy via Gaussian process modelling

(2020) Maxim Ziatdinov et al.   npj Computational Materials

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

Autonomous materials discovery driven by Gaussian process regression with inhomogeneous measurement noise and anisotropic kernels

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

Progress toward autonomous experimental systems for alloy development

(2019) Brad L. Boyce et al.   MRS BULLETIN

A self-driving microscope and the Atomic Forge

(2019) Ondrej Dyck et al.   MRS BULLETIN

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

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

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

(2018) Stephen Jesse et al.   NANOTECHNOLOGY

Rapid Construction of Fe–Co–Ni Composition-Phase Map by Combinatorial Materials Chip Approach

(2018) Hui Xing et al.   ACS Combinatorial Science

Designing Algorithms To Aid Discovery by Chemical Robots

(2018) Alon B. Henson et al.   ACS Central Science

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

(2018) Fang Ren et al.   Science Advances

Organic synthesis in a modular robotic system driven by a chemical programming language

(2018) Sebastian Steiner et al.   SCIENCE

Direct Imaging of the Relaxation of Individual Ferroelectric Interfaces in a Tensile-Strained Film

(2017) Linglong Li et al.   Advanced Electronic Materials

Dynamic X-ray diffraction sampling for protein crystal positioning

(2017) Nicole M. Scarborough et al.   JOURNAL OF SYNCHROTRON RADIATION

A rapid and automated relocation method of an AFM probe for high-resolution imaging

(2016) Peilin Zhou et al.   NANOTECHNOLOGY

Fire up the atom forge

(2016) Sergei V. Kalinin et al.   NATURE

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

Autonomy in materials research: a case study in carbon nanotube growth

(2016) Pavel Nikolaev et al.   npj Computational Materials

Suppressed polar distortion with enhanced Curie temperature in in-plane 90°-domain structure of a-axis oriented PbTiO3 Film

(2015) Hitoshi Morioka et al.   APPLIED PHYSICS LETTERS

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

(2015) Stephen Jesse et al.   Small

On-the-fly machine-learning for high-throughput experiments: search for rare-earth-free permanent magnets

(2014) Aaron Gilad Kusne et al.   Scientific Reports

An automated spin-assisted approach for molecular layer-by-layer assembly of crosslinked polymer thin films

(2012) Edwin P. Chan et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

Band excitation in scanning probe microscopy: sines of change

(2011) Stephen Jesse et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

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

(2009) Oleg S Ovchinnikov 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