Advanced Characterization and Degradation Analysis of Perovskite Solar Cells using Machine Learning and Bayesian Optimization
Résumé
Context & Scale • Poor stability is a major barrier to the commercialization of perovskite solar cells. • With so many factors to consider, it often takes years to understand performance bottlenecks and optimize the design process. • We combine physics modeling, machine learning, and experimentation to better understand the complex relationship between device performance and underlying properties. → Gain insights into performance and degradation → Reduce the need for time-consuming and laborious characterization techniques → Flexible & scalable approach
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