Nature

Autonomous optimization of non-aqueous Li-ion battery electrolytes via robotic experimentation and machine learning coupling

The liquid sample was dosed and transferred by two positive-displacement pumps made by Fluid Metering Inc (FMI) calibrated to 5 µl per stroke. Compared to other pump types and test geometries, these ...
Nature

A dynamic Bayesian optimized active recommender system for curiosity-driven partially Human-in-the-loop automated experiments

Optimization of experimental materials synthesis and characterization through active learning methods has been growing over the last decade, with examples ranging from measurements of diffraction on ...