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cond-mat.mtrl-sci2024
Bayesian state estimation unlocks real-time control in thin film synthesis
Sumner B. Harris, Ruth Fajardo, Alexander A. Puretzky +3
The rapid validation of newly predicted materials through autonomous synthesis requires real-time adaptive control methods that exploit physics knowledge, a capability that is lack…
cond-mat.mtrl-sci2024★ 1 cited
Active oversight and quality control in standard Bayesian optimization for autonomous experiments
Sumner B. Harris, Rama Vasudevan, Yongtao Liu
The fusion of experimental automation and machine learning has catalyzed a new era in materials research, prominently featuring Gaussian Process Bayesian Optimization (GPBO) driven…