An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles
Large datasets are now ubiquitous as technology enables higher-throughput experiments, but rarely can a research field truly benefit from the research data generated due to inconsistent formatting, undocumented storage or improper dissemination. Here we extract all the meaningful device data from pe...
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Engineering::Materials ACCESS Database Analysis Tools Jacobsson, T. Jesper Hultqvist, Adam García-Fernández, Alberto Anand, Aman Al-Ashouri, Amran Hagfeldt, Anders Crovetto, Andrea Abate, Antonio Ricciardulli, Antonio Gaetano Vijayan, Anuja Kulkarni, Ashish Anderson, Assaf Y. Darwich, Barbara Primera Yang, Bowen Coles, Brendan L. Perini, Carlo A. R. Rehermann, Carolin Ramirez, Daniel Fairen-Jimenez, David Di Girolamo, Diego Jia, Donglin Avila, Elena Juarez-Perez, Emilio J. Baumann, Fanny Mathies, Florian González, G. S. Anaya Boschloo, Gerrit Nasti, Giuseppe Paramasivam, Gopinath Martínez-Denegri, Guillermo Näsström, Hampus Michaels, Hannes Köbler, Hans Wu, Hua Benesperi, Iacopo Dar, M. Ibrahim Bayrak Pehlivan, Ilknur Gould, Isaac E. Vagott, Jacob N. Dagar, Janardan Kettle, Jeff Yang, Jie Li, Jinzhao Smith, Joel A. Pascual, Jorge Jerónimo-Rendón, Jose J. Montoya, Juan Felipe Correa-Baena, Juan-Pablo Qiu, Junming Wang, Junxin Sveinbjörnsson, Kári Hirselandt, Katrin Dey, Krishanu Frohna, Kyle Mathies, Lena Castriotta, Luigi A. Aldamasy, Mahmoud. H. Vasquez-Montoya, Manuel Ruiz-Preciado, Marco A. Flatken, Marion A. Khenkin, Mark V. Grischek, Max Kedia, Mayank Saliba, Michael Anaya, Miguel Veldhoen, Misha Arora, Neha Shargaieva, Oleksandra Maus, Oliver Game, Onkar S. Yudilevich, Ori Fassl, Paul Zhou, Qisen Betancur, Rafael Munir, Rahim Patidar, Rahul Stranks, Samuel D. Alam, Shahidul Kar, Shaoni Unold, Thomas Abzieher, Tobias Edvinsson, Tomas David, Tudur Wyn Paetzold, Ulrich W. Zia, Waqas Fu, Weifei Zuo, Weiwei Schröder, Vincent R. F. Tress, Wolfgang Zhang, Xiaoliang Chiang, Yu-Hsien Iqbal, Zafar Xie, Zhiqiang Unger, Eva An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles |
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Large datasets are now ubiquitous as technology enables higher-throughput experiments, but rarely can a research field truly benefit from the research data generated due to inconsistent formatting, undocumented storage or improper dissemination. Here we extract all the meaningful device data from peer-reviewed papers on metal-halide perovskite solar cells published so far and make them available in a database. We collect data from over 42,400 photovoltaic devices with up to 100 parameters per device. We then develop open-source and accessible procedures to analyse the data, providing examples of insights that can be gleaned from the analysis of a large dataset. The database, graphics and analysis tools are made available to the community and will continue to evolve as an open-source initiative. This approach of extensively capturing the progress of an entire field, including sorting, interactive exploration and graphical representation of the data, will be applicable to many fields in materials science, engineering and biosciences. |
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Interdisciplinary Graduate School (IGS) |
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Interdisciplinary Graduate School (IGS) Jacobsson, T. Jesper Hultqvist, Adam García-Fernández, Alberto Anand, Aman Al-Ashouri, Amran Hagfeldt, Anders Crovetto, Andrea Abate, Antonio Ricciardulli, Antonio Gaetano Vijayan, Anuja Kulkarni, Ashish Anderson, Assaf Y. Darwich, Barbara Primera Yang, Bowen Coles, Brendan L. Perini, Carlo A. R. Rehermann, Carolin Ramirez, Daniel Fairen-Jimenez, David Di Girolamo, Diego Jia, Donglin Avila, Elena Juarez-Perez, Emilio J. Baumann, Fanny Mathies, Florian González, G. S. Anaya Boschloo, Gerrit Nasti, Giuseppe Paramasivam, Gopinath Martínez-Denegri, Guillermo Näsström, Hampus Michaels, Hannes Köbler, Hans Wu, Hua Benesperi, Iacopo Dar, M. Ibrahim Bayrak Pehlivan, Ilknur Gould, Isaac E. Vagott, Jacob N. Dagar, Janardan Kettle, Jeff Yang, Jie Li, Jinzhao Smith, Joel A. Pascual, Jorge Jerónimo-Rendón, Jose J. Montoya, Juan Felipe Correa-Baena, Juan-Pablo Qiu, Junming Wang, Junxin Sveinbjörnsson, Kári Hirselandt, Katrin Dey, Krishanu Frohna, Kyle Mathies, Lena Castriotta, Luigi A. Aldamasy, Mahmoud. H. Vasquez-Montoya, Manuel Ruiz-Preciado, Marco A. Flatken, Marion A. Khenkin, Mark V. Grischek, Max Kedia, Mayank Saliba, Michael Anaya, Miguel Veldhoen, Misha Arora, Neha Shargaieva, Oleksandra Maus, Oliver Game, Onkar S. Yudilevich, Ori Fassl, Paul Zhou, Qisen Betancur, Rafael Munir, Rahim Patidar, Rahul Stranks, Samuel D. Alam, Shahidul Kar, Shaoni Unold, Thomas Abzieher, Tobias Edvinsson, Tomas David, Tudur Wyn Paetzold, Ulrich W. Zia, Waqas Fu, Weifei Zuo, Weiwei Schröder, Vincent R. F. Tress, Wolfgang Zhang, Xiaoliang Chiang, Yu-Hsien Iqbal, Zafar Xie, Zhiqiang Unger, Eva |
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Article |
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Jacobsson, T. Jesper Hultqvist, Adam García-Fernández, Alberto Anand, Aman Al-Ashouri, Amran Hagfeldt, Anders Crovetto, Andrea Abate, Antonio Ricciardulli, Antonio Gaetano Vijayan, Anuja Kulkarni, Ashish Anderson, Assaf Y. Darwich, Barbara Primera Yang, Bowen Coles, Brendan L. Perini, Carlo A. R. Rehermann, Carolin Ramirez, Daniel Fairen-Jimenez, David Di Girolamo, Diego Jia, Donglin Avila, Elena Juarez-Perez, Emilio J. Baumann, Fanny Mathies, Florian González, G. S. Anaya Boschloo, Gerrit Nasti, Giuseppe Paramasivam, Gopinath Martínez-Denegri, Guillermo Näsström, Hampus Michaels, Hannes Köbler, Hans Wu, Hua Benesperi, Iacopo Dar, M. Ibrahim Bayrak Pehlivan, Ilknur Gould, Isaac E. Vagott, Jacob N. Dagar, Janardan Kettle, Jeff Yang, Jie Li, Jinzhao Smith, Joel A. Pascual, Jorge Jerónimo-Rendón, Jose J. Montoya, Juan Felipe Correa-Baena, Juan-Pablo Qiu, Junming Wang, Junxin Sveinbjörnsson, Kári Hirselandt, Katrin Dey, Krishanu Frohna, Kyle Mathies, Lena Castriotta, Luigi A. Aldamasy, Mahmoud. H. Vasquez-Montoya, Manuel Ruiz-Preciado, Marco A. Flatken, Marion A. Khenkin, Mark V. Grischek, Max Kedia, Mayank Saliba, Michael Anaya, Miguel Veldhoen, Misha Arora, Neha Shargaieva, Oleksandra Maus, Oliver Game, Onkar S. Yudilevich, Ori Fassl, Paul Zhou, Qisen Betancur, Rafael Munir, Rahim Patidar, Rahul Stranks, Samuel D. Alam, Shahidul Kar, Shaoni Unold, Thomas Abzieher, Tobias Edvinsson, Tomas David, Tudur Wyn Paetzold, Ulrich W. Zia, Waqas Fu, Weifei Zuo, Weiwei Schröder, Vincent R. F. Tress, Wolfgang Zhang, Xiaoliang Chiang, Yu-Hsien Iqbal, Zafar Xie, Zhiqiang Unger, Eva |
author_sort |
Jacobsson, T. Jesper |
title |
An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles |
title_short |
An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles |
title_full |
An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles |
title_fullStr |
An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles |
title_full_unstemmed |
An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles |
title_sort |
open-access database and analysis tool for perovskite solar cells based on the fair data principles |
publishDate |
2022 |
url |
https://hdl.handle.net/10356/163386 |
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1753801150640947200 |
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sg-ntu-dr.10356-1633862022-12-10T23:31:14Z An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles Jacobsson, T. Jesper Hultqvist, Adam García-Fernández, Alberto Anand, Aman Al-Ashouri, Amran Hagfeldt, Anders Crovetto, Andrea Abate, Antonio Ricciardulli, Antonio Gaetano Vijayan, Anuja Kulkarni, Ashish Anderson, Assaf Y. Darwich, Barbara Primera Yang, Bowen Coles, Brendan L. Perini, Carlo A. R. Rehermann, Carolin Ramirez, Daniel Fairen-Jimenez, David Di Girolamo, Diego Jia, Donglin Avila, Elena Juarez-Perez, Emilio J. Baumann, Fanny Mathies, Florian González, G. S. Anaya Boschloo, Gerrit Nasti, Giuseppe Paramasivam, Gopinath Martínez-Denegri, Guillermo Näsström, Hampus Michaels, Hannes Köbler, Hans Wu, Hua Benesperi, Iacopo Dar, M. Ibrahim Bayrak Pehlivan, Ilknur Gould, Isaac E. Vagott, Jacob N. Dagar, Janardan Kettle, Jeff Yang, Jie Li, Jinzhao Smith, Joel A. Pascual, Jorge Jerónimo-Rendón, Jose J. Montoya, Juan Felipe Correa-Baena, Juan-Pablo Qiu, Junming Wang, Junxin Sveinbjörnsson, Kári Hirselandt, Katrin Dey, Krishanu Frohna, Kyle Mathies, Lena Castriotta, Luigi A. Aldamasy, Mahmoud. H. Vasquez-Montoya, Manuel Ruiz-Preciado, Marco A. Flatken, Marion A. Khenkin, Mark V. Grischek, Max Kedia, Mayank Saliba, Michael Anaya, Miguel Veldhoen, Misha Arora, Neha Shargaieva, Oleksandra Maus, Oliver Game, Onkar S. Yudilevich, Ori Fassl, Paul Zhou, Qisen Betancur, Rafael Munir, Rahim Patidar, Rahul Stranks, Samuel D. Alam, Shahidul Kar, Shaoni Unold, Thomas Abzieher, Tobias Edvinsson, Tomas David, Tudur Wyn Paetzold, Ulrich W. Zia, Waqas Fu, Weifei Zuo, Weiwei Schröder, Vincent R. F. Tress, Wolfgang Zhang, Xiaoliang Chiang, Yu-Hsien Iqbal, Zafar Xie, Zhiqiang Unger, Eva Interdisciplinary Graduate School (IGS) Energy Research Institute @ NTU (ERI@N) Engineering::Materials ACCESS Database Analysis Tools Large datasets are now ubiquitous as technology enables higher-throughput experiments, but rarely can a research field truly benefit from the research data generated due to inconsistent formatting, undocumented storage or improper dissemination. Here we extract all the meaningful device data from peer-reviewed papers on metal-halide perovskite solar cells published so far and make them available in a database. We collect data from over 42,400 photovoltaic devices with up to 100 parameters per device. We then develop open-source and accessible procedures to analyse the data, providing examples of insights that can be gleaned from the analysis of a large dataset. The database, graphics and analysis tools are made available to the community and will continue to evolve as an open-source initiative. This approach of extensively capturing the progress of an entire field, including sorting, interactive exploration and graphical representation of the data, will be applicable to many fields in materials science, engineering and biosciences. Published version The core funding of the project has been received from the European Union’s Horizon 2020 research and innovation programme under grant agreement no. 787289. We acknowledge MaterialsZone (https://www.materials.zone/) for technical assistance and for hosting the project’s cloud resources. We acknowledge Helmholtz-Zentrum Berlin für Materialien und Energie for guaranteeing economic and technical support for keeping the project online for the next decade. We acknowledge the following sources for individual funding. Cambridge India Ramanujan Scholarship, China Scholarship Council, Deutscher Akademischer Austauschdienst (DAAD), EPSRC (grant no. EP/ S009213/1), European Union’s Horizon 2020 research and innovation programme (grant no. 764787, EU Project ‘MAESTRO’), (grant no. 756962, ERC Project ‘HYPERION’), (grant no. 764047, EU Project ‘ESPResSo’ and grant no. 850937), GCRF/EPSRC SUNRISE (EP/P032591/1), German Federal Ministry for Education and Research (BMBF), HyPerFORME, NanoMatFutur (grant no. 03XP0091). PEROSEED (ZT-0024), Helmholtz Energy Materials Foundry, The Helmholtz Innovation Laboratory HySPRINT. BMBF (grant nos. 03SF0540, 03SF0557A), HyPerCells graduate school, Helmholtz Association, Helmholtz International Research School (HI-SCORE), the Erasmus programme (CDT-PV, grant no. EP/L01551X/1), the European Union’s Horizon 2020 research and innovation programme (Marie Skłodowska-Curie grant agreement nos. 841386, 795079 and 840751), Royal Society University Research Fellowship (grant no. UF150033). SNaPSHoTs (BMBF), SPARC II, German Research Foundation (DFG, grant no. SPP2196), The National Natural Science Foundation of China (grant no. 51872014), the Recruitment Programme of Global Experts, Fundamental Research Funds for the Central Universities and the ‘111’ project (grant no. B17002), the US Department of Energy’s Office of Energy Efficiency and Renewable Energy under Solar Energy Technologies Office (SETO) agreement no. DE-EE0008551, the Colombia Scientific Programme in the framework of the call Ecosistema Cientifíco (Contract no. FP44842- 218-2018), the committee for the development of research (CODI) of the Universidad de Antioquia (grant no. 2017-16000), Spanish MINECO (Severo Ochoa programme, grant no. SEV‐2015‐0522), the Swedish research council (VR, grant no. 2019-05591) and the Swedish Energy Agency (grant no. 2020-005194). Open access funding provided by Helmholtz-Zentrum Berlin für Materialien und Energie GmbH. 2022-12-05T06:24:32Z 2022-12-05T06:24:32Z 2022 Journal Article Jacobsson, T. J., Hultqvist, A., García-Fernández, A., Anand, A., Al-Ashouri, A., Hagfeldt, A., Crovetto, A., Abate, A., Ricciardulli, A. G., Vijayan, A., Kulkarni, A., Anderson, A. Y., Darwich, B. P., Yang, B., Coles, B. L., Perini, C. A. R., Rehermann, C., Ramirez, D., Fairen-Jimenez, D., ...Unger, E. (2022). An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles. Nature Energy, 7(1), 107-115. https://dx.doi.org/10.1038/s41560-021-00941-3 2058-7546 https://hdl.handle.net/10356/163386 10.1038/s41560-021-00941-3 2-s2.0-85121364579 1 7 107 115 en Nature Energy © The Author(s) 2021. Open Access. 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