Optimizing Perovskite Thin‐Film Parameter Spaces with Machine Learning‐Guided Robotic Platform for High‐Performance Perovskite Solar Cells (Adv. Energy Mater. 48/2023)
Jiyun Zhang, Bowen Liu, Ziyi Liu, Jianchang Wu, Simon Arnold, Hongyang Shi, Tobias Osterrieder, Jens Hauch, Zhenni Wu, Junsheng Luo, Jerrit Wagner, Christian Berger, Tobias Stubhan, F. Schmitt, Kaicheng Zhang, Mykhailo Sytnyk, Thomas Heumueller, Carolin M. Sutter‐Fella, Ian Marius Peters, Yicheng Zhao
- Year
- 2023
- Citations
- 4
- Access
- Open access
Abstract
Solution-Processed Perovskite Thin Films In article number 2302594, Jiyun Zhang, Yicheng Zhao, Christoph J. Brabec and co-workers develop a machine-learning-guided automated platform, the SPINBOT, to optimize solution-processed perovskite thin films. The platform efficiently explores an intricate multi-dimensional parameter space to produce high-quality and reproducible films. As a result, the optimized film achieves an impressive 21.6% PCE in solar cells under ambient conditions, along with excellent long-term stability.
Keywords
Related papers
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Fractional Differential Equations
Igor Podlubný
2025
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991