Enhancing Durability of Organic–Inorganic Hybrid Perovskite Solar Cells in High‐Temperature Environments: Exploring Thermal Stability, Molecular Structures, and AI …

S Su, T Ahn, Y Yang - Advanced Functional Materials, 2024 - Wiley Online Library
The commercialization of perovskite solar cells (PSCs), as an emerging industry, still faces
competition from other renewable energy technologies in the market. It is essential to ensure …

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 …

Machine learning driven performance for hole transport layer free carbon-based perovskite solar cells

S Valsalakumar, S Bhandari, A Roy… - npj Computational …, 2024 - nature.com
The rapid advancement of machine learning (ML) technology across diverse domains has
provided a framework for discovering and rationalising materials and photovoltaic devices …

Anti-solvent materials enhanced structural and optical properties on ambiently fabricated perovskite thin films

M Nur-E-Alam, MA Islam, YB Kar, TS Kiong, H Misran… - Scientific reports, 2024 - nature.com
Perovskite solar cells (PSCs) hold potential for low-cost, high-efficiency solar energy, but
their sensitivity to moisture limits practical application. Current fabrication requires controlled …

Advancing Carbon-Based Perovskite Solar Cells: Experimental Validation, Optimization, and Machine Learning Integration

S Valsalakumar - 2024 - search.proquest.com
Perovskite solar cells (PSCs) have garnered significant attention due to their exceptional
efficiency and cost-effectiveness, positioning them as a leading candidate in pursuing …

Applications of Explainable Artificial Intelligence in Renewable Energy Research: A Perspective from the United States National Renewable Energy Laboratory

J Perr-Sauer, J Ugirumurera, J Gafur… - Available at SSRN … - papers.ssrn.com
Abstract The National Renewable Energy Laboratory (NREL) is the only United States (US)
Department of Energy national laboratory dedicated to the research, development, and …