Efficiency enhancement of lead-free CH3NH3SnI3 perovskite solar cells using SCAPS-1D simulation and machine learning optimization

SSRN Electronic Journal 2026 Preprint Open access

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Authors: Md. Khorshed Alam, Md Nurnabe Sagor, Rayhan Miah, Shahariar Emon, Keya Alom, Hiromitsu Takaba, Sheikh Rashel Al Ahmed, Md. Akhtaruzzaman
DOI: 10.2139/ssrn.6250803
Cited by: 0
References: 66

Fields of Study & Subjects

Perovskite Materials and Applications Organic Electronics and Photovoltaics TiO2 Photocatalysis and Solar Cells

Publication details

Journal / source
SSRN Electronic Journal
Publication date
1 January 2026
Language
EN
Document type
Preprint