Bayesian active learning for scanning probe microscopy: From Gaussian processes to hypothesis learning

M Ziatdinov, Y Liu, K Kelley, R Vasudevan, SV Kalinin - ACS nano, 2022 - ACS Publications
Recent progress in machine learning methods and the emerging availability of
programmable interfaces for scanning probe microscopes (SPMs) have propelled …

Local polarization dynamics in ferroelectric materials

SV Kalinin, AN Morozovska, LQ Chen… - Reports on Progress …, 2010 - iopscience.iop.org
Ferroelectrics and multiferroics have recently emerged as perspective materials for
information technology and data storage applications. The combination of extremely narrow …

Direct Observation of Ferroelectric Domains in Solution-Processed CH3NH3PbI3 Perovskite Thin Films

Y Kutes, L Ye, Y Zhou, S Pang, BD Huey… - The journal of …, 2014 - ACS Publications
A new generation of solid-state photovoltaics is being made possible by the use of
organometal-trihalide perovskite materials. While some of these materials are expected to …

Surface-screening mechanisms in ferroelectric thin films and their effect on polarization dynamics and domain structures

SV Kalinin, Y Kim, DD Fong… - Reports on Progress in …, 2018 - iopscience.iop.org
For over 70 years, ferroelectric materials have been one of the central research topics for
condensed matter physics and material science, an interest driven both by fundamental …

Electromechanical imaging and spectroscopy of ferroelectric and piezoelectric materials: state of the art and prospects for the future

N Balke, I Bdikin, SV Kalinin… - Journal of the American …, 2009 - Wiley Online Library
Piezoresponse force microscopy (PFM) has emerged as a powerful and versatile tool for
probing nanoscale phenomena in ferroelectric materials on the nanometer and micrometer …

Non-piezoelectric effects in piezoresponse force microscopy

D Seol, B Kim, Y Kim - Current Applied Physics, 2017 - Elsevier
Piezoresponse force microscopy (PFM) has been used extensively for exploring nanoscale
ferro/piezoelectric phenomena over the past two decades. The imaging mechanism of PFM …

Ferroelectricity in hafnia controlled via surface electrochemical state

KP Kelley, AN Morozovska, EA Eliseev, Y Liu… - Nature Materials, 2023 - nature.com
Ferroelectricity in binary oxides including hafnia and zirconia has riveted the attention of the
scientific community due to the highly unconventional physical mechanisms and the …

Quantitative electromechanical atomic force microscopy

L Collins, Y Liu, OS Ovchinnikova, R Proksch - ACS nano, 2019 - ACS Publications
The ability to probe a material's electromechanical functionality on the nanoscale is critical to
applications from energy storage and computing to biology and medicine. Voltage …

Vector piezoresponse force microscopy

SV Kalinin, BJ Rodriguez, S Jesse, J Shin… - Microscopy and …, 2006 - cambridge.org
A novel approach for nanoscale imaging and characterization of the orientation dependence
of electromechanical properties—vector piezoresponse force microscopy (Vector PFM)—is …

Quantitative mapping of switching behavior in piezoresponse force microscopy

S Jesse, HN Lee, SV Kalinin - Review of scientific instruments, 2006 - pubs.aip.org
The application of ferroelectric materials for nonvolatile memory and ferroelectric data
storage necessitates quantitative studies of local switching characteristics and their …