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RESEARCH PAPER · Rare Metals · 2024

Machine learning guided efficiency improvement for Sn‐based perovskite solar cells with efficiency exceeding 20%

Weiyin Gao, Chenxin Ran, Liang Zhao, He Dong, Wang‐Yue Li, Zhao-Qi Gao, Yingdong Xia, Hai Huang, Yonghua Chen

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Machine learning guided efficiency improvement for Sn‐based perovskite solar cells with efficiency exceeding 20%OriginalA comprehensive review of machine learning applications in perovskite solar cells: Materials discovery, device performance, process optimization and systems integration41Homogenizing Nucleation and Growth of Tin Perovskite by Polarity-Free Trithiane Coordination Molecule for Efficient and Stable Photovoltaics12Recent advances in tin halide perovskite solar cells: a critical review38Theoretical advances and future perspectives of all-inorganic germanium-based perovskites9Decoupling Nucleation and Growth of Crystal for DMSO‐Free Self‐Assembly Tin Perovskite Films and Their Optoelectronic Application22SERS/Fluorescence Dual-Modal Imaging Bioprobe for Accurate Diagnosis of Breast Cancer29Enhancing photovoltaic performance in tin-based perovskite solar cells: A unified approach utilizing numerical simulation and machine learning techniques19Low-temperature synthesis of Cs2BaBr4 microcrystals via Water-Assisted Solid-State Reaction for low-dose X-ray sensing1Perovskite solar cells empowered by machine learning16Exploration of Ruddlesden–Popper 2D perovskite solar cell using machine learning techniques2Investigation of the optical and electronic properties of double perovskite Li2CuBiX6 (X = Br, I) for photovoltaic applications using first-principles and machine learning approaches18Enhanced extrapolative machine learning for designing high‐performance multi‐principal‐element superalloys9Machine Learning‐Driven Perovskite Research from Experimental Exploration to Industrial Development6Partial Substitution of Methylammonium Halides (Cl, Br, and I) in Double-Cation Tin Perovskite: Relative Impact on Material Properties and Solar Cell2Engineering the Absorber Architecture for High‐Efficiency Lead‐Free Inorganic Perovskite Solar Cells in a Trilayer Two‐Terminal Design1Optimization of absorber layer thicknesses for enhanced efficiency and stability in lead-free perovskite/silicon tandem solar cells4Material Modification Strategies for High-Performance Perovskite Optoelectronics: From Solar Cells to Photocatalysis4Optimization of lead-free CsSnBr 3 -based perovskite solar cells via SCAPS-1D simulations and machine learning models12Robust Perovskite Solar Cells for Extreme and Emerging Applications8Mechanical stability of flexible perovskite solar cells: challenges, strategies, and prospects23Progress, current challenges, and future opportunities for Sn-based perovskite solar cells: A comprehensive review10Enhancing Open‐Circuit Voltage and Fill Factor in Sn‐Based Perovskite Solar Cells: Challenges and Opportunities for Sustainable Photovoltaics8Artificial Intelligence-Based Applications in Perovskite Photovoltaic Cells7Accelerating perovskite solar cell design using machine learning: a comparative study on Pb and Sn compositions0Ionotronics‐Enabled Emerging Halide Perovskite Optoelectronic Devices10Machine Learning Approach to Predict the Power Conversion Efficiency of CsSnI3 Based Solar Cell0Strategic engineering of perovskite solar cells: revolutionary developments from interfacial stabilization to copper-based semiconductor innovations1Interface Matters: Boosting Efficient Pb‐Sn Perovskite Solar Cells for All‐Perovskite Tandem Photovoltaics48Research progress on the application of machine learning in perovskite solar cells0Performance enhancement of tin-based perovskite solar cells by analysing experimental dataset via machine learning3Solution-Processed Perovskite/Polymer Nanocomposites for Advanced Optoelectronic Devices0Recent Progress in CH 3 NH 3 PbX 3 (X = Cl, Br, I) Organic–Inorganic Hybrid Perovskite Optoelectronic Devices2Developing wide-bandgap perovskite materials for efficient multi-junction tandem solar cells: Advances and prospects4The hysteresis-stability nexus in perovskite photovoltaics: A review of intrinsic origins and advanced strategies1Mechanical stability in flexible perovskite solar cells: Interface engineering and device design6Bioinspired Strain-Engineered Perovskite–Organic Tandem Solar Cells: Advances in Organic Semiconductors for Wearable Photovoltaics2Unlocking charge transport in Dion-Jacobson perovskite solar cells through rational spacer design2Hole transporting materials in inverted flexible perovskite solar cells: Challenges, progress, and perspectives2From record efficiency to commercially viable modules: A commercialization framework for stability-driven translation of perovskite solar cells1Recent advances in semitransparent perovskite solar cells0A review of next-generation solar technologies and their critical role in building sustainable energy systems0Toward stable and sustainable perovskite solar cells: Ge-based inorganic halide perovskites0A systematic review of AI assisted SCAPS 1D modeling for hydrophilic degradation analysis and efficiency retention in perovskite solar cells0

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  1. A comprehensive review of machine learning applications in perovskite solar cells: Materials discovery, device performance, process optimization and systems integration

    Materials Today Energy · 2024-11-15

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  2. Homogenizing Nucleation and Growth of Tin Perovskite by Polarity-Free Trithiane Coordination Molecule for Efficient and Stable Photovoltaics

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  3. Recent advances in tin halide perovskite solar cells: a critical review

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  4. Theoretical advances and future perspectives of all-inorganic germanium-based perovskites

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  5. Decoupling Nucleation and Growth of Crystal for DMSO‐Free Self‐Assembly Tin Perovskite Films and Their Optoelectronic Application

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  6. SERS/Fluorescence Dual-Modal Imaging Bioprobe for Accurate Diagnosis of Breast Cancer

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  7. Enhancing photovoltaic performance in tin-based perovskite solar cells: A unified approach utilizing numerical simulation and machine learning techniques

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    Poonam Subudhi, S. Shoba, Rahul Narasimhan A, Basant Kumar, Deepak Punetha

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  8. Low-temperature synthesis of Cs2BaBr4 microcrystals via Water-Assisted Solid-State Reaction for low-dose X-ray sensing

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  9. Perovskite solar cells empowered by machine learning

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  10. Exploration of Ruddlesden–Popper 2D perovskite solar cell using machine learning techniques

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  11. Investigation of the optical and electronic properties of double perovskite Li2CuBiX6 (X = Br, I) for photovoltaic applications using first-principles and machine learning approaches

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  13. Machine Learning‐Driven Perovskite Research from Experimental Exploration to Industrial Development

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  14. Partial Substitution of Methylammonium Halides (Cl, Br, and I) in Double-Cation Tin Perovskite: Relative Impact on Material Properties and Solar Cell

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    Basavaraju Uppara, Apoorva Singh, Nagahanumaiah Nagahanumaiah, Praveen Chandrasekharpura Ramamurthy

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  15. Engineering the Absorber Architecture for High‐Efficiency Lead‐Free Inorganic Perovskite Solar Cells in a Trilayer Two‐Terminal Design

    physica status solidi (a) · 2025-09-21

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  16. Optimization of absorber layer thicknesses for enhanced efficiency and stability in lead-free perovskite/silicon tandem solar cells

    Renewable Energy · 2025-10-30

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  17. Material Modification Strategies for High-Performance Perovskite Optoelectronics: From Solar Cells to Photocatalysis

    ACS Applied Energy Materials · 2025-11-14

    Luyang Zhang, Bin Guan, Lei Zhu, Tiankui Zhu, Zhongqi Zhuang, Junyan Chen, Xuehan Hu, Chenyu Zhu, Sikai Zhao, Junjie Gao, Kaiyou Shu, Hongtao Dang, Yuan Li, L.X. Xu, Wenbo Zeng, Shuai Chen, Linhui Wang, Can Zhu, Jiaming He, Qinghan Xian, Mingyang Yang, Zhen Huang

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  18. Optimization of lead-free CsSnBr 3 -based perovskite solar cells via SCAPS-1D simulations and machine learning models

    Journal of Physics and Chemistry of Solids · 2025-11-14

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  19. Robust Perovskite Solar Cells for Extreme and Emerging Applications

    Advanced Functional Materials · 2025-11-20

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  20. Mechanical stability of flexible perovskite solar cells: challenges, strategies, and prospects

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  21. Progress, current challenges, and future opportunities for Sn-based perovskite solar cells: A comprehensive review

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  22. Enhancing Open‐Circuit Voltage and Fill Factor in Sn‐Based Perovskite Solar Cells: Challenges and Opportunities for Sustainable Photovoltaics

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  23. Artificial Intelligence-Based Applications in Perovskite Photovoltaic Cells

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  25. Ionotronics‐Enabled Emerging Halide Perovskite Optoelectronic Devices

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  26. Machine Learning Approach to Predict the Power Conversion Efficiency of CsSnI3 Based Solar Cell

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  27. Strategic engineering of perovskite solar cells: revolutionary developments from interfacial stabilization to copper-based semiconductor innovations

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  28. Interface Matters: Boosting Efficient Pb‐Sn Perovskite Solar Cells for All‐Perovskite Tandem Photovoltaics

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  29. Research progress on the application of machine learning in perovskite solar cells

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  30. Performance enhancement of tin-based perovskite solar cells by analysing experimental dataset via machine learning

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  31. Solution-Processed Perovskite/Polymer Nanocomposites for Advanced Optoelectronic Devices

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  43. A systematic review of AI assisted SCAPS 1D modeling for hydrophilic degradation analysis and efficiency retention in perovskite solar cells

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