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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Autores principales: 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
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Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/861c90d6759a4ed095d7c0e936f97937
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spelling 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)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle 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
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