Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database
Hydrides are considered to be one of the most promising families of compounds for achieving high temperature superconductivity. However, there are very few experimental reports of ambient-pressure hydride superconductivity, and the superconducting critical temperatures (Tc) are typically less than 1...
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| Format: | article |
| Publication Date: | 2026 |
| Country: | España |
| Institution: | Universidad del País Vasco |
| Repository: | Addi. Archivo Digital para la Docencia y la Investigación |
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| Online Access: | http://hdl.handle.net/10810/78673 |
| Access Level: | Open access |
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Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME databaseSanna, AntonioCerqueira, Tiago F. T.Dogus Cubuk, EkinErrea Lope, IonFang, Yue-WenHydrides are considered to be one of the most promising families of compounds for achieving high temperature superconductivity. However, there are very few experimental reports of ambient-pressure hydride superconductivity, and the superconducting critical temperatures (Tc) are typically less than 10 K. At the same time several hydrides have been predicted to exhibit superconductivity around 100 K at ambient pressure but in thermodynamically unfavorable phases. In this work we aim at assessing the superconducting properties of thermodynamically stable hydride superconductors at room pressure by investigating the GNoME material database, which has been recently released and includes thousands of hydrides thermodynamically stable at 0K. To scan this large material space we have adopted a multi stage approach which combines machine learning for a fast initial evaluation and cutting edge ab initio methods to obtain a reliable estimation of Tc. Ultimately we have identified 25 cubic hydrides with Tc above 4.2 K and reach a maximum Tc of 17 K. While these critical temperatures are modest in comparison to some recent predictions, the systems where they are found, being stable, are likely to be experimentally accessible and of potential technological relevance.This project is funded by the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation program (Grant Agreement No. 802533) and the Department of Education, Universities and Research of the Eusko Jaurlaritza and the University of the Basque Country UPV/EHU (Grant No. IT1527-22). The authors acknowledge the financial support received from the IKUR Strategy under the collaboration agreement between Ikerbasque Foundation and Centro de Física de Materiales (CFM- MPC) on behalf of the Department of Science, Universities and Innovation of the Basque Government (HPCAI21: AI-CrysPred). This project is also partially supported by the Extraordinary Grant of CSIC (No. 2025ICT122). T.F.T.C acknowledges financial support from FCT - Fundação para a Ciência e Tecnologia, I.P. through the project CEECINST/00152/2018/ CP1570/CT0006 with DOI identifier 10.54499/CEECINST/00152/2018/ CP1570/ CT0006, and computing resources provided by the project Advanced Computing Project 2023.14294.CPCA.A3, platform Deucalion. Y.-W.F. and I.E. acknowledge PRACE for awarding access to the EuroHPC supercomputer LUMI located in CSC’s data center in Kajaani, Finland, through EuroHPC Joint Undertaking (EHPC-REG-2022R03-090 and EHPC- REG-2024R01-084).NatureEuropean Commission202620262026info:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10810/78673reponame:Addi. Archivo Digital para la Docencia y la Investigacióninstname:Universidad del País VascoInglésinfo:eu-repo/grantAgreement/EC/H2020/802533https://www.nature.com/articles/s42005-026-02552-4info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/4.0/© The Author(s) 2026. This article is licensed under a Creative Commons Attribution 4.0 International Licenseoai:dnet:addi________::3ab4eb762b93b0ec123534d5780876762026-06-18T09:23:17Z |
| dc.title.none.fl_str_mv |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database |
| title |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database |
| spellingShingle |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database Sanna, Antonio |
| title_short |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database |
| title_full |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database |
| title_fullStr |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database |
| title_full_unstemmed |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database |
| title_sort |
Search for thermodynamically stable ambient-pressure superconducting hydrides in the GNoME database |
| dc.creator.none.fl_str_mv |
Sanna, Antonio Cerqueira, Tiago F. T. Dogus Cubuk, Ekin Errea Lope, Ion Fang, Yue-Wen |
| author |
Sanna, Antonio |
| author_facet |
Sanna, Antonio Cerqueira, Tiago F. T. Dogus Cubuk, Ekin Errea Lope, Ion Fang, Yue-Wen |
| author_role |
author |
| author2 |
Cerqueira, Tiago F. T. Dogus Cubuk, Ekin Errea Lope, Ion Fang, Yue-Wen |
| author2_role |
author author author author |
| dc.contributor.none.fl_str_mv |
European Commission |
| description |
Hydrides are considered to be one of the most promising families of compounds for achieving high temperature superconductivity. However, there are very few experimental reports of ambient-pressure hydride superconductivity, and the superconducting critical temperatures (Tc) are typically less than 10 K. At the same time several hydrides have been predicted to exhibit superconductivity around 100 K at ambient pressure but in thermodynamically unfavorable phases. In this work we aim at assessing the superconducting properties of thermodynamically stable hydride superconductors at room pressure by investigating the GNoME material database, which has been recently released and includes thousands of hydrides thermodynamically stable at 0K. To scan this large material space we have adopted a multi stage approach which combines machine learning for a fast initial evaluation and cutting edge ab initio methods to obtain a reliable estimation of Tc. Ultimately we have identified 25 cubic hydrides with Tc above 4.2 K and reach a maximum Tc of 17 K. While these critical temperatures are modest in comparison to some recent predictions, the systems where they are found, being stable, are likely to be experimentally accessible and of potential technological relevance. |
| publishDate |
2026 |
| dc.date.none.fl_str_mv |
2026 2026 2026 |
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info:eu-repo/semantics/article |
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article |
| dc.identifier.none.fl_str_mv |
http://hdl.handle.net/10810/78673 |
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http://hdl.handle.net/10810/78673 |
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Inglés |
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Inglés |
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info:eu-repo/grantAgreement/EC/H2020/802533 https://www.nature.com/articles/s42005-026-02552-4 |
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info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/4.0/ |
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openAccess |
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https://creativecommons.org/licenses/by/4.0/ |
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application/pdf |
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Nature |
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Nature |
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reponame:Addi. Archivo Digital para la Docencia y la Investigación instname:Universidad del País Vasco |
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Universidad del País Vasco |
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