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Abstract
Symbolic regression (SR) is used to guide the design of new oxide perovskite catalysts with improved oxygen evolution reaction (OER) activities. A simple descriptor, *u*/t, where *u* and *t* are the octahedral and tolerance factors, respectively, is identified, which accelerates the discovery of a series of new oxide perovskite catalysts with improved OER activities. Five new oxide perovskites were synthesized and their OER activities characterized. Four of them showed high intrinsic activities.
Publisher
NATURE COMMUNICATIONS
Published On
Jul 14, 2020
Authors
Baicheng Weng, Zhilong Song, Rilong Zhu, Qingyu Yan, Qingde Sun, Corey G. Grice, Yanfa Yan, Wan-Jian Yin
Tags
symbolic regression
oxide perovskite
catalysts
oxygen evolution reaction
descriptor
intrinsic activities
synthesis
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