🔬 applied physics
Disentangling the Effects of Simultaneous Environmental Variables on Perovskite Synthesis and Device Performance via Interpretable Machine Learning
This study addresses the reproducibility challenges in perovskite solar cell manufacturing by developing an integrated fabrication platform and an interpretable machine learning framework to systematically map and quantify the complex, nonlinear interactions between ambient humidity, solvent partial pressure, and temperature on crystallization kinetics and device performance.
Tianran Liu, Nicky Evans, Kangyu Ji, Ronaldo Lee, Aaron Zhu, Vinn Nguyen, James Serdy, Elizabeth Wall, Yongli Lu, Floria (…)2026-02-26