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From smart homes to smart laboratories: connected instruments for materials science...

by Mathieu Doucet
Publication Type
Conference Paper
Journal Name
Springer Conference Proceedings
Book Title
SMC 2020: Driving Scientific and Engineering Discoveries Through the Convergence of HPC, Big Data and AI
Publication Date
Page Numbers
257 to 268
Volume
1315
Conference Name
Smoky Mountains Computational Sciences and Engineering Conference (SMC2020)
Conference Location
Kingsport, Tennessee, United States of America
Conference Sponsor
ORNL
Conference Date
-

The current focus on artificial intelligence and machine learning in the scientific community has the potential to greatly speed up discovery. In this article, we explore what a “smart facility” would mean for materials science. We propose to capture meta-data at every step of an experiment, including materials synthesis, sample production and characterization, simulation, and the analysis software used to extract information. Although most of this information is captured in various institutional systems and staff logbooks, more insight could be obtained by connecting this information through a system that allows automation. AI-enabled processes built on such a system would have the potential of making experiment planning easier and minimize the time between experiment and publication.