Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts
Sign Up to like & getrecommendations! Published in 2020 at "Nature Communications"
DOI: 10.1038/s41467-020-17263-9
Abstract: Symbolic regression (SR) is an approach of interpretable machine learning for building mathematical formulas that best fit certain datasets. In this work, SR is used to guide the design of new oxide perovskite catalysts with… read more here.
Keywords: symbolic regression; simple descriptor; perovskite catalysts; new oxide ... See more keywords
A simple descriptor for the nitrogen reduction reaction over single atom catalysts.
Sign Up to like & getrecommendations! Published in 2023 at "Materials horizons"
DOI: 10.1039/d2mh01197b
Abstract: The performance of supported catalysts is largely decided by metal-support interactions, which is of great significance for the rational design of catalysts. However, how to quantify the structure-activity relationship of supported catalysts remains a great… read more here.
Keywords: single atom; nitrogen reduction; reduction reaction; atom catalysts ... See more keywords