Combining robotic deposition tools and advanced characterization to enable ML-guided material discovery

Tim Kodalle, Maher Alghalayini, Arian Gashi, Morgan Wall, Fabrice Roncoroni, Yi-Ru Liu, Aleksandr Razumtcev, Shaul Aloni, Adam Schwartzberg, Edward S. Barnard, Carolin M. Sutter-Fella

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: Synthesis robots, Automation, Materials Science, Bayesian Optimization, Structure-Property-Relationships

TL;DR: Using two robotic platforms and model systems, we show how combining automated material synthesis with advanced characterisation techniques as well as a high-quality data infrastructure enables machine learning guided accelerated materials discovery.

Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.

Submission Number: 304