Ontology highlight
ABSTRACT:
SUBMITTER: Kusne AG
PROVIDER: S-EPMC7686338 | biostudies-literature | 2020 Nov
REPOSITORIES: biostudies-literature
Kusne A Gilad AG Yu Heshan H Wu Changming C Zhang Huairuo H Hattrick-Simpers Jason J DeCost Brian B Sarker Suchismita S Oses Corey C Toher Cormac C Curtarolo Stefano S Davydov Albert V AV Agarwal Ritesh R Bendersky Leonid A LA Li Mo M Mehta Apurva A Takeuchi Ichiro I
Nature communications 20201124 1
Active learning-the field of machine learning (ML) dedicated to optimal experiment design-has played a part in science as far back as the 18th century when Laplace used it to guide his discovery of celestial mechanics. In this work, we focus a closed-loop, active learning-driven autonomous system on another major challenge, the discovery of advanced materials against the exceedingly complex synthesis-processes-structure-property landscape. We demonstrate an autonomous materials discovery methodo ...[more]