Comprehensive review of advances in machine-learning-driven optimization and characterization of perovskite materials for photovoltaic devices

B Jo, W Chen, HS Jung - Journal of Energy Chemistry, 2025 - Elsevier
Perovskite solar cells (PSCs) have developed rapidly, positioning them as potential
candidates for next-generation renewable energy sources. However, conventional trial-and …

A Comprehensive Review of Machine Learning Applications in Perovskite Solar Cells: Materials Discovery, Device Performance, Process Optimization and Systems …

L Mao, C Xiang - Materials Today Energy, 2024 - Elsevier
Perovskite solar cells (PSCs) have shown great promise as a third-generation photovoltaic
technology, with power conversion efficiencies (PCEs) rising from 3.8% to 26.7% within a …

Deep learning for augmented process monitoring of scalable perovskite thin-film fabrication

F Laufer, M Götz, UW Paetzold - Energy & Environmental Science, 2025 - pubs.rsc.org
Reproducible large-area fabrication is one of the remaining challenges for the
commercialization of perovskite photovoltaics. Imaging methods augmented with deep …

Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI

L Klein, S Ziegler, F Laufer, C Debus, M Götz… - Advanced …, 2024 - Wiley Online Library
Large‐area processing of perovskite semiconductor thin‐films is complex and evokes
unexplained variance in quality, posing a major hurdle for the commercialization of …

Modeling and Fundamental Dynamics of Vacuum, Gas, and Antisolvent Quenching for Scalable Perovskite Processes

S Ternes, F Laufer, UW Paetzold - Advanced Science, 2024 - Wiley Online Library
Hybrid perovskite photovoltaics (PVs) promise cost‐effective fabrication with large‐scale
solution‐based manufacturing processes as well as high power conversion efficiencies …

Wide‐Gap Perovskites for Indoor Photovoltaics

G Burwell, S Zeiske, P Caprioglio, OJ Sandberg… - Solar …, 2024 - Wiley Online Library
Organic–inorganic halide perovskite semiconductors have revolutionized next‐generation
photovoltaics (PV) due to several characteristics such as solution‐processability, gap …

Machine‐Learning Accelerating the Development of Perovskite Photovoltaics

T Liu, S Wang, Y Shi, L Wu, R Zhu, Y Wang, J Zhou… - Solar …, 2023 - Wiley Online Library
Perovskite solar cells (PSC) are a potential candidate for next‐generation photovoltaic
technology. Despite the significant advancements in the field of PSCs, the ongoing …

Hybrid Two‐Step Inkjet‐Printed Perovskite Solar Cells

R Pesch, A Diercks, J Petry, A Welle… - Solar …, 2024 - Wiley Online Library
Perovskite photovoltaics are on their way to commercialization, but crucial advancements
are still required to realize scalable and reliable fabrication processes Concerning solution …

Intensity Dependent Photoluminescence Imaging for In‐Line Quality Control of Perovskite Thin Film Processing

B Hacene, F Laufer, S Ternes, A Farag… - Advanced Materials …, 2024 - Wiley Online Library
Large area fabrication of high‐quality polycrystalline perovskite thin films remains one of the
key challenges for the commercial readiness of perovskite photovoltaic (PV). To enable high …

[HTML][HTML] Specific surface area (SSA) of perovskites with uncertainty estimation approach

Z Hosni, S Achour, F Saadi, J Lin, J Sheng… - Computational Materials …, 2025 - Elsevier
In recent years, the rapid development of computer technology and the Internet has enabled
faster and more convenient data acquisition. Using big data and machine learning (ML) to …