cond-mat.mtrl-sci · 2026-07-08 · No. 47
Materials Science, 2026-07-08.
1 new papers in cond-mat.mtrl-sci. Titles, authors,
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01 — The papers
1 entries-
01
From Closed-Loop Optimization to Open Decision Making: Coupled Digital Twins for Predictive and Autonomous Microscopy
Yu Liu, Boris Slautin, Ian Mercer, Jon-Paul Maria, Sergei V. Kalinin
cond-mat.mtrl-sci · cs.LG
Automated experimentation is moving from closed-loop optimization toward open decision-making, where human or AI planners must forecast the consequences of candidate actions before executing them. Such forecasts require a model of both sides of the experiment: how the sample is likely to respond and what the instrument is likely to detect. We therefore introduce a coupled digital-twin framework that separates these roles and then links them....
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