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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Autores principales: Baicheng Weng, Zhilong Song, Rilong Zhu, Qingyu Yan, Qingde Sun, Corey G. Grice, Yanfa Yan, Wan-Jian Yin
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/676d3825e20a4a98abc38543327d92c6
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spelling 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)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle 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
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