Light: Science & Applications (Jul 2022)

Data-driven design of high-performance MASnxPb1-xI3 perovskite materials by machine learning and experimental realization

  • Xia Cai,
  • Fengcai Liu,
  • Anran Yu,
  • Jiajun Qin,
  • Mohammad Hatamvand,
  • Irfan Ahmed,
  • Jiayan Luo,
  • Yiming Zhang,
  • Hao Zhang,
  • Yiqiang Zhan

DOI
https://doi.org/10.1038/s41377-022-00924-3
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 12

Abstract

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The forward-reverse framework based on machine learning for MASnxPb1-xI3 perovskite solar cells is reported. The practicability of bandgap model revealing asymmetrically-bowing shape and optimized Sn:Pb ratio are verified by experiments.