Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts
Symbolic regression holds big promise for guiding materials design, yet its application in materials science is still limited. Here the authors use symbolic regression to introduce an activity descriptor predicting new oxide perovskites with improved oxygen evolution activity as corroborated by expe...
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Nature Portfolio
2020
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oai:doaj.org-article:676d3825e20a4a98abc38543327d92c62021-12-02T18:36:59ZSimple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts10.1038/s41467-020-17263-92041-1723https://doaj.org/article/676d3825e20a4a98abc38543327d92c62020-07-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-17263-9https://doaj.org/toc/2041-1723Symbolic regression holds big promise for guiding materials design, yet its application in materials science is still limited. Here the authors use symbolic regression to introduce an activity descriptor predicting new oxide perovskites with improved oxygen evolution activity as corroborated by experimental validation.Baicheng WengZhilong SongRilong ZhuQingyu YanQingde SunCorey G. GriceYanfa YanWan-Jian YinNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-8 (2020) |
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Science Q Baicheng Weng Zhilong Song Rilong Zhu Qingyu Yan Qingde Sun Corey G. Grice Yanfa Yan Wan-Jian Yin Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts |
description |
Symbolic regression holds big promise for guiding materials design, yet its application in materials science is still limited. Here the authors use symbolic regression to introduce an activity descriptor predicting new oxide perovskites with improved oxygen evolution activity as corroborated by experimental validation. |
format |
article |
author |
Baicheng Weng Zhilong Song Rilong Zhu Qingyu Yan Qingde Sun Corey G. Grice Yanfa Yan Wan-Jian Yin |
author_facet |
Baicheng Weng Zhilong Song Rilong Zhu Qingyu Yan Qingde Sun Corey G. Grice Yanfa Yan Wan-Jian Yin |
author_sort |
Baicheng Weng |
title |
Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts |
title_short |
Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts |
title_full |
Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts |
title_fullStr |
Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts |
title_full_unstemmed |
Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts |
title_sort |
simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts |
publisher |
Nature Portfolio |
publishDate |
2020 |
url |
https://doaj.org/article/676d3825e20a4a98abc38543327d92c6 |
work_keys_str_mv |
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1718377864993177600 |