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...
| Main Authors: | , , , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2020-07-01
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| Series: | Nature Communications |
| Online Access: | https://doi.org/10.1038/s41467-020-17263-9 |
| _version_ | 1830206939192098816 |
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| 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 |
| collection | DOAJ |
| 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. |
| first_indexed | 2024-12-18T04:22:35Z |
| format | Article |
| id | doaj.art-676d3825e20a4a98abc38543327d92c6 |
| institution | Directory Open Access Journal |
| issn | 2041-1723 |
| language | English |
| last_indexed | 2024-12-18T04:22:35Z |
| publishDate | 2020-07-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Nature Communications |
| spelling | doaj.art-676d3825e20a4a98abc38543327d92c62022-12-21T21:21:12ZengNature PortfolioNature Communications2041-17232020-07-011111810.1038/s41467-020-17263-9Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalystsBaicheng Weng0Zhilong Song1Rilong Zhu2Qingyu Yan3Qingde Sun4Corey G. Grice5Yanfa Yan6Wan-Jian Yin7Department of Physics & Astronomy, and Wright Center for Photovoltaics Innovation and Commercialization, The University of ToledoCollege of Energy, Soochow Institute for Energy and Materials InnovationS (SIEMIS), and Jiangsu Provincial Key Laboratory for Advanced Carbon Materials and Wearable Energy Technologies, Soochow UniversityCollege of Chemistry and Chemical Engineering, Hunan UniversityCollege of Chemistry and Chemical Engineering, Hunan UniversityCollege of Energy, Soochow Institute for Energy and Materials InnovationS (SIEMIS), and Jiangsu Provincial Key Laboratory for Advanced Carbon Materials and Wearable Energy Technologies, Soochow UniversityDepartment of Physics & Astronomy, and Wright Center for Photovoltaics Innovation and Commercialization, The University of ToledoDepartment of Physics & Astronomy, and Wright Center for Photovoltaics Innovation and Commercialization, The University of ToledoCollege of Energy, Soochow Institute for Energy and Materials InnovationS (SIEMIS), and Jiangsu Provincial Key Laboratory for Advanced Carbon Materials and Wearable Energy Technologies, Soochow UniversitySymbolic 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.https://doi.org/10.1038/s41467-020-17263-9 |
| spellingShingle | 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 Nature Communications |
| title | 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_short | 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 |
| url | https://doi.org/10.1038/s41467-020-17263-9 |
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