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 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. 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 F.; Tress, Wolfgang; Zhang, Xiaoliang; Chiang, Yu-Hsien; Iqbal, Zafar; Xie, Zhiqiang; Unger, Eva

doi:10.1038/s41560-021-00941-3

Title: An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles

Journal Article · 13 December 2021 · Nature Energy

DOI: https://doi.org/10.1038/s41560-021-00941-3 · OSTI ID:1840713

;

; Hagfeldt, Anders;

; Abate, Antonio;

; Vijayan, Anuja;

; Anderson, Assaf Y.; Darwich, Barbara Primera; Yang, Bowen;

; Perini, Carlo R.; Rehermann, Carolin;

;

; Di Girolamo, Diego more »

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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Research Organization:: National Renewable Energy Laboratory (NREL), Golden, CO (United States)

Sponsoring Organization:: USDOE Office of Energy Efficiency and Renewable Energy (EERE), Solar Energy Technologies Office

Contributing Organization:: MaterialsZone Collaboration

Grant/Contract Number:: AC36-08GO28308

OSTI ID:: 1840713

Report Number(s):: NREL/JA--5K00-81870; MainId:82643; UUID:a80e0f20-01e3-46a9-9d38-b57a59de4617; MainAdminID:63611

Journal Information:: Nature Energy, Journal Name: Nature Energy Journal Issue: 1 Vol. 7; ISSN 2058-7546

Publisher:: Nature Publishing GroupCopyright Statement

Country of Publication:: United States

Language:: English

References (39)

Working Principles of Perovskite Photodetectors: Analyzing the Interplay Between Photoconductivity and Voltage-Driven Energy-Level Alignment Domanski, Konrad; Tress, Wolfgang; Moehl, Thomas Advanced Functional Materials, Vol. 25, Issue 44 https://doi.org/10.1002/adfm.201503188	journal	October 2015
A Review on Organic-Inorganic Halide Perovskite Photodetectors: Device Engineering and Fundamental Physics Ahmadi, Mahshid; Wu, Ting; Hu, Bin Advanced Materials, Vol. 29, Issue 41 https://doi.org/10.1002/adma.201605242	journal	September 2017
Coated and Printed Perovskites for Photovoltaic Applications Howard, Ian A.; Abzieher, Tobias; Hossain, Ihteaz M. Advanced Materials, Vol. 31, Issue 26 https://doi.org/10.1002/adma.201806702	journal	April 2019
Record Open‐Circuit Voltage Wide‐Bandgap Perovskite Solar Cells Utilizing 2D/3D Perovskite Heterostructure Gharibzadeh, Saba; Abdollahi Nejand, Bahram; Jakoby, Marius Advanced Energy Materials, Vol. 9, Issue 21 https://doi.org/10.1002/aenm.201803699	journal	April 2019
Monolithic Perovskite Tandem Solar Cells: A Review of the Present Status and Advanced Characterization Methods Toward 30% Efficiency Jošt, Marko; Kegelmann, Lukas; Korte, Lars Advanced Energy Materials, Vol. 10, Issue 26 https://doi.org/10.1002/aenm.201904102	journal	May 2020
Device Performance of Emerging Photovoltaic Materials (Version 1) Almora, Osbel; Baran, Derya; Bazan, Guillermo C. Advanced Energy Materials, Vol. 11, Issue 11 https://doi.org/10.1002/aenm.202002774	journal	December 2020
Scalable Deposition Methods for Large‐area Production of Perovskite Thin Films Swartwout, Richard; Hoerantner, Maximilian T.; Bulović, V. ENERGY & ENVIRONMENTAL MATERIALS, Vol. 2, Issue 2 https://doi.org/10.1002/eem2.12043	journal	June 2019
Advances in Inkjet‐Printed Metal Halide Perovskite Photovoltaic and Optoelectronic Devices Mathies, Florian; List-Kratochvil, Emil J. W.; Unger, Eva L. Energy Technology, Vol. 8, Issue 4 https://doi.org/10.1002/ente.201900991	journal	April 2020
Solar cell efficiency tables (version 56) Green, Martin A.; Dunlop, Ewan D.; Hohl‐Ebinger, Jochen Progress in Photovoltaics: Research and Applications, Vol. 28, Issue 7 https://doi.org/10.1002/pip.3303	journal	July 2020
Recent Advances toward High-Efficiency Halide Perovskite Light-Emitting Diodes: Review and Perspective Van Le, Quyet; Jang, Ho Won; Kim, Soo Young Small Methods, Vol. 2, Issue 10 https://doi.org/10.1002/smtd.201700419	journal	July 2018
AFLOW: An automatic framework for high-throughput materials discovery Curtarolo, Stefano; Setyawan, Wahyu; Hart, Gus L. W. Computational Materials Science, Vol. 58 https://doi.org/10.1016/j.commatsci.2012.02.005	journal	June 2012
Halide Perovskites for Selective Ultraviolet-Harvesting Transparent Photovoltaics Liu, Dianyi; Yang, Chenchen; Lunt, Richard R. Joule, Vol. 2, Issue 9 https://doi.org/10.1016/j.joule.2018.06.004	journal	September 2018
Machine Learning for Perovskites' Reap-Rest-Recovery Cycle Howard, John M.; Tennyson, Elizabeth M.; Neves, Bernardo R. A. Joule, Vol. 3, Issue 2 https://doi.org/10.1016/j.joule.2018.11.010	journal	February 2019
Advances in stability of perovskite solar cells Wali, Qamar; Iftikhar, Faiza Jan; Khan, Muhammad Ejaz Organic Electronics, Vol. 78 https://doi.org/10.1016/j.orgel.2019.105590	journal	March 2020
2-Terminal CIGS-perovskite tandem cells: A layer by layer exploration Jacobsson, T. Jesper; Hultqvist, Adam; Svanström, Sebastian Solar Energy, Vol. 207 https://doi.org/10.1016/j.solener.2020.06.034	journal	September 2020
Scalable Fabrication of Metal Halide Perovskite Solar Cells and Modules Qiu, Longbin; He, Sisi; Ono, Luis K. ACS Energy Letters, Vol. 4, Issue 9 https://doi.org/10.1021/acsenergylett.9b01396	journal	August 2019
Achieving Reproducible and High-Efficiency (>21%) Perovskite Solar Cells with a Presynthesized FAPbI ₃ Powder Zhang, Yong; Seo, Seongrok; Lim, Soo Yeon ACS Energy Letters, Vol. 5, Issue 2 https://doi.org/10.1021/acsenergylett.9b02348	journal	December 2019
Unreacted PbI ₂ as a Double-Edged Sword for Enhancing the Performance of Perovskite Solar Cells Jacobsson, T. Jesper; Correa-Baena, Juan-Pablo; Halvani Anaraki, Elham Journal of the American Chemical Society, Vol. 138, Issue 32 https://doi.org/10.1021/jacs.6b06320	journal	August 2016
Perovskites: The Emergence of a New Era for Low-Cost, High-Efficiency Solar Cells Snaith, Henry J. The Journal of Physical Chemistry Letters, Vol. 4, Issue 21, p. 3623-3630 https://doi.org/10.1021/jz4020162	journal	October 2013
CH ₃ NH ₃ Sn _x Pb _{(1– x )} I ₃ Perovskite Solar Cells Covering up to 1060 nm Ogomi, Yuhei; Morita, Atsushi; Tsukamoto, Syota The Journal of Physical Chemistry Letters, Vol. 5, Issue 6 https://doi.org/10.1021/jz5002117	journal	March 2014
High Photoluminescence Efficiency and Optically Pumped Lasing in Solution-Processed Mixed Halide Perovskite Semiconductors Deschler, Felix; Price, Michael; Pathak, Sandeep The Journal of Physical Chemistry Letters, Vol. 5, Issue 8 https://doi.org/10.1021/jz5005285	journal	March 2014
Machine-learning-assisted materials discovery using failed experiments Raccuglia, Paul; Elbert, Katherine C.; Adler, Philip D. F. Nature, Vol. 533, Issue 7601 https://doi.org/10.1038/nature17439	journal	May 2016
Bright light-emitting diodes based on organometal halide perovskite Tan, Zhi-Kuang; Moghaddam, Reza Saberi; Lai, May Ling Nature Nanotechnology, Vol. 9, Issue 9 https://doi.org/10.1038/nnano.2014.149	journal	August 2014
Consensus statement for stability assessment and reporting for perovskite photovoltaics based on ISOS procedures Khenkin, Mark V.; Katz, Eugene A.; Abate, Antonio Nature Energy, Vol. 5, Issue 1 https://doi.org/10.1038/s41560-019-0529-5	journal	January 2020
Scalable fabrication and coating methods for perovskite solar cells and solar modules Park, Nam-Gyu; Zhu, Kai Nature Reviews Materials, Vol. 5, Issue 5 https://doi.org/10.1038/s41578-019-0176-2	journal	February 2020
Semi-transparent perovskite solar cells for tandems with silicon and CIGS Bailie, Colin D.; Christoforo, M. Greyson; Mailoa, Jonathan P. Energy & Environmental Science, Vol. 8, Issue 3 https://doi.org/10.1039/C4EE03322A	journal	January 2015
Reversible photo-induced trap formation in mixed-halide hybrid perovskites for photovoltaics Hoke, Eric T.; Slotcavage, Daniel J.; Dohner, Emma R. Chemical Science, Vol. 6, Issue 1 https://doi.org/10.1039/C4SC03141E	journal	January 2015
Monolithic perovskite/silicon-heterojunction tandem solar cells processed at low temperature Albrecht, Steve; Saliba, Michael; Correa Baena, Juan Pablo Energy & Environmental Science, Vol. 9, Issue 1 https://doi.org/10.1039/C5EE02965A	journal	January 2016
Exploration of the compositional space for mixed lead halogen perovskites for high efficiency solar cells Jesper Jacobsson, T.; Correa-Baena, Juan-Pablo; Pazoki, Meysam Energy & Environmental Science, Vol. 9, Issue 5 https://doi.org/10.1039/C6EE00030D	journal	January 2016
Fractional deviations in precursor stoichiometry dictate the properties, performance and stability of perovskite photovoltaic devices Fassl, Paul; Lami, Vincent; Bausch, Alexandra Energy & Environmental Science, Vol. 11, Issue 12 https://doi.org/10.1039/C8EE01136B	journal	January 2018
Bright and fast scintillation of organolead perovskite MAPbBr ₃ at low temperatures Mykhaylyk, Vitaliy B.; Kraus, Hans; Saliba, Michael Materials Horizons, Vol. 6, Issue 8 https://doi.org/10.1039/C9MH00281B	journal	January 2019
Towards commercialization: the operational stability of perovskite solar cells Li, Nengxu; Niu, Xiuxiu; Chen, Qi Chemical Society Reviews, Vol. 49, Issue 22 https://doi.org/10.1039/D0CS00573H	journal	January 2020
Controlling the crystallization dynamics of photovoltaic perovskite layers on larger-area coatings Zeng, Linxiang; Chen, Shi; Forberich, Karen Energy & Environmental Science, Vol. 13, Issue 12 https://doi.org/10.1039/D0EE02575E	journal	January 2020
Commentary: The Materials Project: A materials genome approach to accelerating materials innovation Jain, Anubhav; Ong, Shyue Ping; Hautier, Geoffroy APL Materials, Vol. 1, Issue 1 https://doi.org/10.1063/1.4812323	journal	July 2013
The NOMAD laboratory: from data sharing to artificial intelligence Draxl, Claudia; Scheffler, Matthias Journal of Physics: Materials, Vol. 2, Issue 3 https://doi.org/10.1088/2515-7639/ab13bb	journal	May 2019
Crystallography Open Database – an open-access collection of crystal structures Gražulis, Saulius; Chateigner, Daniel; Downs, Robert T. Journal of Applied Crystallography, Vol. 42, Issue 4 https://doi.org/10.1107/S0021889809016690	journal	May 2009
Monolithic perovskite/silicon tandem solar cell with >29% efficiency by enhanced hole extraction Al-Ashouri, Amran; Köhnen, Eike; Li, Bor Science, Vol. 370, Issue 6522 https://doi.org/10.1126/science.abd4016	journal	December 2020
Shedding Light on the Dark Data in the Long Tail of Science Library Trends, Vol. 57, Issue 2 https://doi.org/10.1353/lib.0.0036	journal	January 2008
NOMAD: The FAIR concept for big data-driven materials science Draxl, Claudia; Scheffler, Matthias MRS Bulletin, Vol. 43, Issue 9 https://doi.org/10.1557/mrs.2018.208	journal	September 2018

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Title: An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles

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