Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning

Current view of the impact of A-site cation on the stability of perovskite materials and devices is derived from accelerated ageing tests at high temperature, which is beyond normal operation range. Here, the authors reveal the great impact of ageing condition on assessing the photothermal stability...

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Autores principales:	Yicheng Zhao, Jiyun Zhang, Zhengwei Xu, Shijing Sun, Stefan Langner, Noor Titan Putri Hartono, Thomas Heumueller, Yi Hou, Jack Elia, Ning Li, Gebhard J. Matt, Xiaoyan Du, Wei Meng, Andres Osvet, Kaicheng Zhang, Tobias Stubhan, Yexin Feng, Jens Hauch, Edward H. Sargent, Tonio Buonassisi, Christoph J. Brabec
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2021
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/6e6c34ab2e744d74b31acd762a19829a
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spelling	oai:doaj.org-article:6e6c34ab2e744d74b31acd762a19829a2021-12-02T18:02:46ZDiscovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning10.1038/s41467-021-22472-x2041-1723https://doaj.org/article/6e6c34ab2e744d74b31acd762a19829a2021-04-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-22472-xhttps://doaj.org/toc/2041-1723Current view of the impact of A-site cation on the stability of perovskite materials and devices is derived from accelerated ageing tests at high temperature, which is beyond normal operation range. Here, the authors reveal the great impact of ageing condition on assessing the photothermal stability of mixed-cation perovskites using high-throughput robot system coupled with machine learning.Yicheng ZhaoJiyun ZhangZhengwei XuShijing SunStefan LangnerNoor Titan Putri HartonoThomas HeumuellerYi HouJack EliaNing LiGebhard J. MattXiaoyan DuWei MengAndres OsvetKaicheng ZhangTobias StubhanYexin FengJens HauchEdward H. SargentTonio BuonassisiChristoph J. BrabecNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-9 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Yicheng Zhao Jiyun Zhang Zhengwei Xu Shijing Sun Stefan Langner Noor Titan Putri Hartono Thomas Heumueller Yi Hou Jack Elia Ning Li Gebhard J. Matt Xiaoyan Du Wei Meng Andres Osvet Kaicheng Zhang Tobias Stubhan Yexin Feng Jens Hauch Edward H. Sargent Tonio Buonassisi Christoph J. Brabec Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning
description	Current view of the impact of A-site cation on the stability of perovskite materials and devices is derived from accelerated ageing tests at high temperature, which is beyond normal operation range. Here, the authors reveal the great impact of ageing condition on assessing the photothermal stability of mixed-cation perovskites using high-throughput robot system coupled with machine learning.
format	article
author	Yicheng Zhao Jiyun Zhang Zhengwei Xu Shijing Sun Stefan Langner Noor Titan Putri Hartono Thomas Heumueller Yi Hou Jack Elia Ning Li Gebhard J. Matt Xiaoyan Du Wei Meng Andres Osvet Kaicheng Zhang Tobias Stubhan Yexin Feng Jens Hauch Edward H. Sargent Tonio Buonassisi Christoph J. Brabec
author_facet	Yicheng Zhao Jiyun Zhang Zhengwei Xu Shijing Sun Stefan Langner Noor Titan Putri Hartono Thomas Heumueller Yi Hou Jack Elia Ning Li Gebhard J. Matt Xiaoyan Du Wei Meng Andres Osvet Kaicheng Zhang Tobias Stubhan Yexin Feng Jens Hauch Edward H. Sargent Tonio Buonassisi Christoph J. Brabec
author_sort	Yicheng Zhao
title	Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning
title_short	Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning
title_full	Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning
title_fullStr	Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning
title_full_unstemmed	Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning
title_sort	discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/6e6c34ab2e744d74b31acd762a19829a
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Discovery of temperature-induced stability reversal in perovskites using high-throughput robotic learning

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