IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-35400-4.html
   My bibliography  Save this article

Big data driven perovskite solar cell stability analysis

Author

Listed:
  • Zhuang Zhang

    (Nankai University)

  • Huanhuan Wang

    (Nankai University)

  • T. Jesper Jacobsson

    (Nankai University)

  • Jingshan Luo

    (Nankai University
    Haihe Laboratory of Sustainable Chemical Transformations)

Abstract

During the last decade lead halide perovskites have shown great potential for photovoltaic applications. However, the stability of perovskite solar cells still restricts commercialization, and lack of properly implemented unified stability testing and disseminating standards makes it difficult to compare historical stability data for evaluating promising routes towards better device stability. Here, we propose a single indicator to describe device stability that normalizes the stability results with respect to different environmental stress conditions which enables a direct comparison of different stability results. Based on this indicator and an open dataset of heterogeneous stability data of over 7000 devices, we have conducted a statistical analysis to assess the effect of different stability improvement strategies. This provides important insights for achieving more stable perovskite solar cells and we also provide suggestions for future directions in the perovskite solar cell field based on big data utilization.

Suggested Citation

  • Zhuang Zhang & Huanhuan Wang & T. Jesper Jacobsson & Jingshan Luo, 2022. "Big data driven perovskite solar cell stability analysis," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-35400-4
    DOI: 10.1038/s41467-022-35400-4
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-35400-4
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-35400-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Konrad Domanski & Essa A. Alharbi & Anders Hagfeldt & Michael Grätzel & Wolfgang Tress, 2018. "Systematic investigation of the impact of operation conditions on the degradation behaviour of perovskite solar cells," Nature Energy, Nature, vol. 3(1), pages 61-67, January.
    2. Tomas Leijtens & Giles E. Eperon & Sandeep Pathak & Antonio Abate & Michael M. Lee & Henry J. Snaith, 2013. "Overcoming ultraviolet light instability of sensitized TiO2 with meso-superstructured organometal tri-halide perovskite solar cells," Nature Communications, Nature, vol. 4(1), pages 1-8, December.
    3. Yan Jiang & Longbin Qiu & Emilio J. Juarez-Perez & Luis K. Ono & Zhanhao Hu & Zonghao Liu & Zhifang Wu & Lingqiang Meng & Qijing Wang & Yabing Qi, 2019. "Reduction of lead leakage from damaged lead halide perovskite solar modules using self-healing polymer-based encapsulation," Nature Energy, Nature, vol. 4(7), pages 585-593, July.
    4. Yeoun-Woo Jang & Seungmin Lee & Kyung Mun Yeom & Kiwan Jeong & Kwang Choi & Mansoo Choi & Jun Hong Noh, 2021. "Intact 2D/3D halide junction perovskite solar cells via solid-phase in-plane growth," Nature Energy, Nature, vol. 6(1), pages 63-71, January.
    5. Bo Li & Yanan Zhang & Lin Fu & Tong Yu & Shujie Zhou & Luyuan Zhang & Longwei Yin, 2018. "Surface passivation engineering strategy to fully-inorganic cubic CsPbI3 perovskites for high-performance solar cells," Nature Communications, Nature, vol. 9(1), pages 1-8, December.
    6. Christopher Eames & Jarvist M. Frost & Piers R. F. Barnes & Brian C. O’Regan & Aron Walsh & M. Saiful Islam, 2015. "Ionic transport in hybrid lead iodide perovskite solar cells," Nature Communications, Nature, vol. 6(1), pages 1-8, November.
    7. Mark V. Khenkin & Eugene A. Katz & Antonio Abate & Giorgio Bardizza & Joseph J. Berry & Christoph Brabec & Francesca Brunetti & Vladimir Bulović & Quinn Burlingame & Aldo Di Carlo & Rongrong Cheacharo, 2020. "Consensus statement for stability assessment and reporting for perovskite photovoltaics based on ISOS procedures," Nature Energy, Nature, vol. 5(1), pages 35-49, January.
    8. Nam Joong Jeon & Jun Hong Noh & Woon Seok Yang & Young Chan Kim & Seungchan Ryu & Jangwon Seo & Sang Il Seok, 2015. "Compositional engineering of perovskite materials for high-performance solar cells," Nature, Nature, vol. 517(7535), pages 476-480, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Paolo Mariani & Miguel Ángel Molina-García & Jessica Barichello & Marilena Isabella Zappia & Erica Magliano & Luigi Angelo Castriotta & Luca Gabatel & Sanjay Balkrishna Thorat & Antonio Esaú Rio Casti, 2024. "Low-temperature strain-free encapsulation for perovskite solar cells and modules passing multifaceted accelerated ageing tests," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    2. 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.
    3. Bhati, Naveen & Nazeeruddin, Mohammad Khaja & Maréchal, François, 2024. "Environmental impacts as the key objectives for perovskite solar cells optimization," Energy, Elsevier, vol. 299(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jiajia Suo & Bowen Yang & Edoardo Mosconi & Dmitry Bogachuk & Tiarnan A. S. Doherty & Kyle Frohna & Dominik J. Kubicki & Fan Fu & YeonJu Kim & Oussama Er-Raji & Tiankai Zhang & Lorenzo Baldinelli & Lu, 2024. "Multifunctional sulfonium-based treatment for perovskite solar cells with less than 1% efficiency loss over 4,500-h operational stability tests," Nature Energy, Nature, vol. 9(2), pages 172-183, February.
    2. Raman, Rohith Kumar & Gurusamy Thangavelu, Senthil A. & Venkataraj, Selvaraj & Krishnamoorthy, Ananthanarayanan, 2021. "Materials, methods and strategies for encapsulation of perovskite solar cells: From past to present," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
    3. Ubani, C.A. & Ibrahim, M.A. & Teridi, M.A.M., 2017. "Moving into the domain of perovskite sensitized solar cell," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 907-915.
    4. Ke Wang & Benjamin Ecker & Yongli Gao, 2021. "Photoemission Studies on the Environmental Stability of Thermal Evaporated MAPbI 3 Thin Films and MAPbBr 3 Single Crystals," Energies, MDPI, vol. 14(7), pages 1-18, April.
    5. Khan, Firoz & Rezgui, Béchir Dridi & Khan, Mohd Taukeer & Al-Sulaiman, Fahad, 2022. "Perovskite-based tandem solar cells: Device architecture, stability, and economic perspectives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 165(C).
    6. Yuhang Liang & Feng Li & Xiangyuan Cui & Taoyuze Lv & Catherine Stampfl & Simon P. Ringer & Xudong Yang & Jun Huang & Rongkun Zheng, 2024. "Toward stabilization of formamidinium lead iodide perovskites by defect control and composition engineering," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    7. 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.
    8. Mubai Li & Riming Sun & Jingxi Chang & Jingjin Dong & Qiushuang Tian & Hongze Wang & Zihao Li & Pinghui Yang & Haokun Shi & Chao Yang & Zichao Wu & Renzhi Li & Yingguo Yang & Aifei Wang & Shitong Zhan, 2023. "Orientated crystallization of FA-based perovskite via hydrogen-bonded polymer network for efficient and stable solar cells," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    9. Mesquita, Isabel & Andrade, Luísa & Mendes, Adélio, 2018. "Perovskite solar cells: Materials, configurations and stability," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2471-2489.
    10. Paolo Mariani & Miguel Ángel Molina-García & Jessica Barichello & Marilena Isabella Zappia & Erica Magliano & Luigi Angelo Castriotta & Luca Gabatel & Sanjay Balkrishna Thorat & Antonio Esaú Rio Casti, 2024. "Low-temperature strain-free encapsulation for perovskite solar cells and modules passing multifaceted accelerated ageing tests," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    11. Yujie Luo & Kaikai Liu & Liu Yang & Wenjing Feng & Lingfang Zheng & Lina Shen & Yongbin Jin & Zheng Fang & Peiquan Song & Wanjia Tian & Peng Xu & Yuqing Li & Chengbo Tian & Liqiang Xie & Zhanhua Wei, 2023. "Dissolved-Cl2 triggered redox reaction enables high-performance perovskite solar cells," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    12. Giovanni Pica & Lorenzo Pancini & Christopher E. Petoukhoff & Badri Vishal & Francesco Toniolo & Changzeng Ding & Young-Kwang Jung & Mirko Prato & Nada Mrkyvkova & Peter Siffalovic & Stefaan De Wolf &, 2024. "Photo-ferroelectric perovskite interfaces for boosting VOC in efficient perovskite solar cells," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    13. Chee, A. Kuan-Way, 2023. "On current technology for light absorber materials used in highly efficient industrial solar cells," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
    14. 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.
    15. Tinghuan Yang & Lili Gao & Jing Lu & Chuang Ma & Yachao Du & Peijun Wang & Zicheng Ding & Shiqiang Wang & Peng Xu & Dongle Liu & Haojin Li & Xiaoming Chang & Junjie Fang & Wenming Tian & Yingguo Yang , 2023. "One-stone-for-two-birds strategy to attain beyond 25% perovskite solar cells," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    16. Xinchen Dai & Pramod Koshy & Charles Christopher Sorrell & Jongchul Lim & Jae Sung Yun, 2020. "Focussed Review of Utilization of Graphene-Based Materials in Electron Transport Layer in Halide Perovskite Solar Cells: Materials-Based Issues," Energies, MDPI, vol. 13(23), pages 1-24, December.
    17. Li, Xinyi & Cui, Wei & Simon, Terrence & Ma, Ting & Cui, Tianhong & Wang, Qiuwang, 2021. "Pore-scale analysis on selection of composite phase change materials for photovoltaic thermal management," Applied Energy, Elsevier, vol. 302(C).
    18. Fangfang Wang & Mubai Li & Qiushuang Tian & Riming Sun & Hongzhuang Ma & Hongze Wang & Jingxi Chang & Zihao Li & Haoyu Chen & Jiupeng Cao & Aifei Wang & Jingjin Dong & You Liu & Jinzheng Zhao & Ying C, 2023. "Monolithically-grained perovskite solar cell with Mortise-Tenon structure for charge extraction balance," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    19. Simone M. P. Meroni & Carys Worsley & Dimitrios Raptis & Trystan M. Watson, 2021. "Triple-Mesoscopic Carbon Perovskite Solar Cells: Materials, Processing and Applications," Energies, MDPI, vol. 14(2), pages 1-37, January.
    20. Tingting Zhu & Jie Bie & Chengmin Ji & Xinyuan Zhang & Lina Li & Xitao Liu & Xiao-Ying Huang & Wei Fa & Shuang Chen & Junhua Luo, 2022. "Circular polarized light-dependent anomalous photovoltaic effect from achiral hybrid perovskites," Nature Communications, Nature, vol. 13(1), pages 1-8, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-35400-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.