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

Author

Listed:
  • T. Jesper Jacobsson

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH
    Uppsala University)

  • Adam Hultqvist

    (Uppsala University)

  • Alberto García-Fernández

    (KTH Royal Institute of Technology)

  • Aman Anand

    (Friedrich Schiller University Jena
    Friedrich Schiller University Jena)

  • Amran Al-Ashouri

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Anders Hagfeldt

    (École Polytechnique Fédérale de Lausanne)

  • Andrea Crovetto

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Antonio Abate

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Antonio Gaetano Ricciardulli

    (Technische Universität Darmstadt)

  • Anuja Vijayan

    (Uppsala University)

  • Ashish Kulkarni

    (Forschungszentrum Jülich)

  • Assaf Y. Anderson

    (Materials Zone)

  • Barbara Primera Darwich

    (École Polytechnique Fédérale de Lausanne (EPFL))

  • Bowen Yang

    (École Polytechnique Fédérale de Lausanne)

  • Brendan L. Coles

    (Swansea University)

  • Carlo A. R. Perini

    (Georgia Institute of Technology)

  • Carolin Rehermann

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Daniel Ramirez

    (Universidad de Antioquia)

  • David Fairen-Jimenez

    (University of Cambridge)

  • Diego Girolamo

    (University of Naples Federico II
    University of Rome La Sapienza)

  • Donglin Jia

    (Beihang University)

  • Elena Avila

    (University of Cambridge)

  • Emilio J. Juarez-Perez

    (Instituto de Nanociencia y Materiales de Aragón (INMA) CSIC-Universidad de Zaragoza)

  • Fanny Baumann

    (École Polytechnique Fédérale de Lausanne
    Lund University)

  • Florian Mathies

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • G. S. Anaya González

    (Benemérita Universidad Autónoma de Puebla, CIDS-ICUAP, San Claudio)

  • Gerrit Boschloo

    (Uppsala University)

  • Giuseppe Nasti

    (University of Naples Federico II)

  • Gopinath Paramasivam

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH
    Faculty IV—Electrical Engineering and Computer Science, TU Berlin)

  • Guillermo Martínez-Denegri

    (The Barcelona Institute of Science and Technology)

  • Hampus Näsström

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Hannes Michaels

    (Uppsala University)

  • Hans Köbler

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Hua Wu

    (Uppsala University)

  • Iacopo Benesperi

    (Uppsala University)

  • M. Ibrahim Dar

    (University of Cambridge)

  • Ilknur Bayrak Pehlivan

    (Uppsala University)

  • Isaac E. Gould

    (University of Colorado
    National Renewable Energy Laboratory)

  • Jacob N. Vagott

    (Georgia Institute of Technology)

  • Janardan Dagar

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Jeff Kettle

    (University of Glasgow)

  • Jie Yang

    (Linkoping University)

  • Jinzhao Li

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Joel A. Smith

    (University of Sheffield
    Oxford University)

  • Jorge Pascual

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Jose J. Jerónimo-Rendón

    (University of Stuttgart)

  • Juan Felipe Montoya

    (Universidad de Antioquia)

  • Juan-Pablo Correa-Baena

    (Georgia Institute of Technology)

  • Junming Qiu

    (Beihang University)

  • Junxin Wang

    (Uppsala University
    University of Oxford)

  • Kári Sveinbjörnsson

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Katrin Hirselandt

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Krishanu Dey

    (University of Cambridge)

  • Kyle Frohna

    (University of Cambridge)

  • Lena Mathies

    (Martin-Luther Universität)

  • Luigi A. Castriotta

    (University of Rome Tor Vergata)

  • Mahmoud. H. Aldamasy

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH
    Egyptian Petroleum Research Institute)

  • Manuel Vasquez-Montoya

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH
    Universidad de Antioquia)

  • Marco A. Ruiz-Preciado

    (Institute of Microstructure Technology, Karlsruhe Institute of Technology
    Karlsruhe Institute of Technology)

  • Marion A. Flatken

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Mark V. Khenkin

    (PVcomB, Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Max Grischek

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH
    University of Potsdam)

  • Mayank Kedia

    (Forschungszentrum Jülich
    University of Stuttgart)

  • Michael Saliba

    (Forschungszentrum Jülich
    University of Stuttgart)

  • Miguel Anaya

    (University of Cambridge
    University of Cambridge)

  • Misha Veldhoen

    (Materials Zone)

  • Neha Arora

    (University of Cambridge)

  • Oleksandra Shargaieva

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Oliver Maus

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Onkar S. Game

    (University of Sheffield)

  • Ori Yudilevich

    (Materials Zone)

  • Paul Fassl

    (Institute of Microstructure Technology, Karlsruhe Institute of Technology
    Karlsruhe Institute of Technology)

  • Qisen Zhou

    (Beihang University)

  • Rafael Betancur

    (Universidad de Antioquia)

  • Rahim Munir

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH)

  • Rahul Patidar

    (Swansea University)

  • Samuel D. Stranks

    (University of Cambridge
    University of Cambridge)

  • Shahidul Alam

    (Friedrich Schiller University Jena
    Friedrich Schiller University Jena
    King Abdullah University of Science and Technology (KAUST), KAUST Solar Center)

  • Shaoni Kar

    (Energy Research Institute @ Nanyang Technological University (ERI@N))

  • Thomas Unold

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Tobias Abzieher

    (Karlsruhe Institute of Technology)

  • Tomas Edvinsson

    (Uppsala University)

  • Tudur Wyn David

    (Bangor University)

  • Ulrich W. Paetzold

    (Institute of Microstructure Technology, Karlsruhe Institute of Technology
    Karlsruhe Institute of Technology)

  • Waqas Zia

    (Forschungszentrum Jülich
    University of Stuttgart)

  • Weifei Fu

    (Technische Universität Darmstadt)

  • Weiwei Zuo

    (University of Stuttgart)

  • Vincent R. F. Schröder

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH
    Humboldt-Universität zu Berlin, IRIS Adlershof)

  • Wolfgang Tress

    (Zurich University of Applied Sciences)

  • Xiaoliang Zhang

    (Beihang University)

  • Yu-Hsien Chiang

    (University of Cambridge)

  • Zafar Iqbal

    (Helmholtz-Zentrum Berlin für Materialien und Energie GmbH)

  • Zhiqiang Xie

    (University of York)

  • Eva Unger

    (Helmholtz-Zentrum Berlin für Materialen und Energie GmbH
    Lund University)

Abstract

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.

Suggested Citation

  • T. Jesper Jacobsson & Adam Hultqvist & Alberto García-Fernández & Aman Anand & Amran Al-Ashouri & Anders Hagfeldt & Andrea Crovetto & Antonio Abate & Antonio Gaetano Ricciardulli & Anuja Vijayan & Ash, 2022. "An open-access database and analysis tool for perovskite solar cells based on the FAIR data principles," Nature Energy, Nature, vol. 7(1), pages 107-115, January.
    • Handle: RePEc:nat:natene:v:7:y:2022:i:1:d:10.1038_s41560-021-00941-3
    DOI: 10.1038/s41560-021-00941-3
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    Citations

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    Cited by:

    1. Noor Titan Putri Hartono & Hans Köbler & Paolo Graniero & Mark Khenkin & Rutger Schlatmann & Carolin Ulbrich & Antonio Abate, 2023. "Stability follows efficiency based on the analysis of a large perovskite solar cells ageing dataset," Nature Communications, Nature, vol. 14(1), pages 1-7, December.
    2. Michael Saliba & Eva Unger & Lioz Etgar & Jingshan Luo & T. Jesper Jacobsson, 2023. "A systematic discrepancy between the short circuit current and the integrated quantum efficiency in perovskite solar cells," Nature Communications, Nature, vol. 14(1), pages 1-6, December.
    3. Suresh K. Podapangi & Laura Mancini & Jie Xu & Sathy Harshavardhan Reddy & Aldo Di Carlo & Thomas M. Brown & Gloria Zanotti, 2023. "Green Anisole Solvent-Based Synthesis and Deposition of Phthalocyanine Dopant-Free Hole-Transport Materials for Perovskite Solar Cells," Energies, MDPI, vol. 16(9), pages 1-17, April.
    4. Benjamin M. Gallant & Philippe Holzhey & Joel A. Smith & Saqlain Choudhary & Karim A. Elmestekawy & Pietro Caprioglio & Igal Levine & Alexandra A. Sheader & Esther Y-H. Hung & Fengning Yang & Daniel T, 2024. "A green solvent enables precursor phase engineering of stable formamidinium lead triiodide perovskite solar cells," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    5. Bhati, Naveen & Nazeeruddin, Mohammad Khaja & Maréchal, François, 2024. "Environmental impacts as the key objectives for perovskite solar cells optimization," Energy, Elsevier, vol. 299(C).

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