RESEARCH PAPER · ACS Energy Letters · 2026
Disentangling Environmental Effects on Perovskite Solar Cell Performance via Interpretable Machine Learning
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Artificial Intelligence for Perovskite Additive Engineering: From Molecular Screening to Autonomous Discovery
Molecules · 2026-01-27
Xin-De Wang, Zhi-Rui Chen, Wen-Kao Li, Peng‐Jie Guo, Cheng Mu, Ze-Feng Gao, Zhong-Yi Lu
Read original paper ↗ ·PerovskiteOpt-AI: A Machine Learning-Driven Multi-Parameter Optimization Framework for Lead-Free Perovskite Solar Cell Device Architecture Using SCAPS-1D Simulation and Gaussian Process Surrogate Modeling
Crystals · 2026-05-05
Mohammed Saleh Alshaikh
Read original paper ↗ ·Efficient and Stable Wide‐Bandgap Perovskite Solar Cells Fabricated via Vacuum Flash
Small · 2026-06-03
Xiaolin Ren, Chuantian Zuo, Aurora Rizzo, Ke Jin, Zuo Xiao, Fei Long, Liming Ding
Read original paper ↗ ·From High-Efficiency Devices to Reproducible Manufacturing: Self-driving Laboratories Are Reshaping Perovskite Photovoltaics
ACS Energy Letters · 2026-06-12
Jiyun Zhang
Read original paper ↗ ·The effect of additive engineering and machine learning on high performance perovskite solar cells
Energy Materials · 2026-06-17
Han Wang, Jiazhi Meng, Feiyu Kang, Guodan Wei
Read original paper ↗ ·Isomerization of π-bridge phenylcarbazole in D-π-D-type hole-transporting materials for perovskite solar cells: Theoretical and experimental study
Chinese Chemical Letters · 2026-08-01
Jia Chen, Xin Jiang, Jiayi Yang, Lei Zhou, Fei Wu, Wei Shen, Rongxing He, Xiaorui Liu
Read original paper ↗ ·Transpiration-induced uneven crystallization of lead halide perovskite in carbon-electrode based, low-temperature mesoscopic perovskite solar cell
Surfaces and Interfaces · 2026-08-29
Heng Peng, Junhao Xue, Han Huang, Conghua Zhou
Read original paper ↗ ·Towards system-level artificial intelligence in perovskite photovoltaics
Nature Reviews Electrical Engineering · 2026-10-01
Yifan Li, Wei Liu, Qing Cao, Shimin Di, Mohammad Khaja Nazeeruddin, Guixiang Li
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