Self-driving laboratories for chemistry and materials science

G Tom, SP Schmid, SG Baird, Y Cao, K Darvish… - Chemical …, 2024‏ - ACS Publications
Self-driving laboratories (SDLs) promise an accelerated application of the scientific method.
Through the automation of experimental workflows, along with autonomous experimental …

Electrochemical imaging of interfaces in energy storage via scanning probe methods: techniques, applications, and prospects

A Mishra, D Sarbapalli, O Rodríguez… - Annual Review of …, 2023‏ - annualreviews.org
Develo** a deeper understanding of dynamic chemical, electronic, and morphological
changes at interfaces is key to solving practical issues in electrochemical energy storage …

Bayesian conavigation: Dynamic designing of the material digital twins via active learning

BN Slautin, Y Liu, H Funakubo, RK Vasudevan… - ACS …, 2024‏ - ACS Publications
Scientific advancement is universally based on the dynamic interplay between theoretical
insights, modeling, and experimental discoveries. However, this feedback loop is often slow …

AI for dielectric capacitors

RL Liu, J Wang, ZH Shen, Y Shen - Energy Storage Materials, 2024‏ - Elsevier
Dielectric capacitors, characterized by ultra-high power densities, have been widely used in
Internet of Everything terminals and vigorously developed to improve their energy storage …

Explainability and human intervention in autonomous scanning probe microscopy

Y Liu, MA Ziatdinov, RK Vasudevan, SV Kalinin - Patterns, 2023‏ - cell.com
The broad adoption of machine learning (ML)-based autonomous experiments (AEs) in
material characterization and synthesis requires strategies development for understanding …

Accelerating the Design of Multishell Upconverting Nanoparticles through Bayesian Optimization

X **a, E Sivonxay, BA Helms, SM Blau, EM Chan - Nano Letters, 2023‏ - ACS Publications
The photon upconverting properties of lanthanide-doped nanoparticles drive their
applications in imaging, optoelectronics, and additive manufacturing. To maximize their …

Physics-driven discovery and bandgap engineering of hybrid perovskites

SL Sanchez, E Foadian, M Ziatdinov, J Yang… - Digital …, 2024‏ - pubs.rsc.org
The unique aspect of hybrid perovskites is their tunability, allowing the engineering of the
bandgap via substitution. From the application viewpoint, this allows creation of tandem cells …

AEcroscopy: A Software–Hardware Framework Empowering Microscopy Toward Automated and Autonomous Experimentation

Y Liu, K Roccapriore, M Checa, SM Valleti… - Small …, 2024‏ - Wiley Online Library
Microscopy has been pivotal in improving the understanding of structure‐function
relationships at the nanoscale and is by now ubiquitous in most characterization labs …

Tutorial on In Situ and Operando (Scanning) Transmission Electron Microscopy for Analysis of Nanoscale Structure–Property Relationships

MA Smeaton, P Abellan, SR Spurgeon, RR Unocic… - ACS …, 2024‏ - ACS Publications
In situ and operando (scanning) transmission electron microscopy [(S) TEM] is a powerful
characterization technique that uses imaging, diffraction, and spectroscopy to gain nano-to …

Designing workflows for materials characterization

SV Kalinin, M Ziatdinov, M Ahmadi, A Ghosh… - Applied Physics …, 2024‏ - pubs.aip.org
Experimental science is enabled by the combination of synthesis, imaging, and functional
characterization organized into evolving discovery loop. Synthesis of new material is …