Exploring nontoxic perovskite materials for perovskite solar cells using machine learning

Abstract Perovskite solar cells are promising renewable energy technology that faces significant challenges due to the Pb induced toxicity. The current study addresses this issue by leveraging machine learning techniques to explore Pb-free perovskite materials that ensure environmental sustainabilit...

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Main Authors: W. G. A. Pabasara, H. A. H. M. Wijerathne, M. G. M. M. Karunarathne, D. M. C. Sandaru, Pradeep K. W. Abeygunawardhana, Galhenage A. Sewvandi
Format: Article
Language:English
Published: Springer 2025-07-01
Series:Discover Materials
Subjects:
Online Access:https://doi.org/10.1007/s43939-025-00327-2
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