How machine learning can help select capping layers to suppress perovskite degradation
The stability of perovskite solar cells can be improved by using hybrid-organic perovskites capping-layers atop the active material. Here the authors use machine learning to optimize capping layers by monitoring time to degradation of differently capped lead-halide perovskite solar cells.
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Nature Portfolio
2020
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oai:doaj.org-article:861c90d6759a4ed095d7c0e936f979372021-12-02T17:08:26ZHow machine learning can help select capping layers to suppress perovskite degradation10.1038/s41467-020-17945-42041-1723https://doaj.org/article/861c90d6759a4ed095d7c0e936f979372020-08-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-17945-4https://doaj.org/toc/2041-1723The stability of perovskite solar cells can be improved by using hybrid-organic perovskites capping-layers atop the active material. Here the authors use machine learning to optimize capping layers by monitoring time to degradation of differently capped lead-halide perovskite solar cells.Noor Titan Putri HartonoJanak ThapaArmi TiihonenFelipe OviedoClio BataliJason J. YooZhe LiuRuipeng LiDavid Fuertes MarrónMoungi G. BawendiTonio BuonassisiShijing SunNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-9 (2020) |
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Science Q Noor Titan Putri Hartono Janak Thapa Armi Tiihonen Felipe Oviedo Clio Batali Jason J. Yoo Zhe Liu Ruipeng Li David Fuertes Marrón Moungi G. Bawendi Tonio Buonassisi Shijing Sun How machine learning can help select capping layers to suppress perovskite degradation |
description |
The stability of perovskite solar cells can be improved by using hybrid-organic perovskites capping-layers atop the active material. Here the authors use machine learning to optimize capping layers by monitoring time to degradation of differently capped lead-halide perovskite solar cells. |
format |
article |
author |
Noor Titan Putri Hartono Janak Thapa Armi Tiihonen Felipe Oviedo Clio Batali Jason J. Yoo Zhe Liu Ruipeng Li David Fuertes Marrón Moungi G. Bawendi Tonio Buonassisi Shijing Sun |
author_facet |
Noor Titan Putri Hartono Janak Thapa Armi Tiihonen Felipe Oviedo Clio Batali Jason J. Yoo Zhe Liu Ruipeng Li David Fuertes Marrón Moungi G. Bawendi Tonio Buonassisi Shijing Sun |
author_sort |
Noor Titan Putri Hartono |
title |
How machine learning can help select capping layers to suppress perovskite degradation |
title_short |
How machine learning can help select capping layers to suppress perovskite degradation |
title_full |
How machine learning can help select capping layers to suppress perovskite degradation |
title_fullStr |
How machine learning can help select capping layers to suppress perovskite degradation |
title_full_unstemmed |
How machine learning can help select capping layers to suppress perovskite degradation |
title_sort |
how machine learning can help select capping layers to suppress perovskite degradation |
publisher |
Nature Portfolio |
publishDate |
2020 |
url |
https://doaj.org/article/861c90d6759a4ed095d7c0e936f97937 |
work_keys_str_mv |
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1718381564202582016 |