Advanced data analysis and measurement methods for high performance perovskites

近年来，基于钙钛矿材料的太阳能光伏器件由于其高效率和可扩展性的潜力而显示出巨大的潜力。这种光电装置在玻璃基板上已经达到了25.2%的认证效率。它们的制造工艺与轻质、柔性基板兼容，适用于高W/kg应用（飞机、航天、物联网设备等）。然而，针对特定应用程序的优化可能是一个挑战。基于空间光学和电学特征的创新测量技术，以及先进的数据分析方法（包括人工智能和机器学习）的结合，可以为如何研究这些系统提供一个步骤的改变，有助于优化制造工艺和解决商业化挑战

Solar photovoltaic devices based on perovskite materials have demonstrated significant potential in recent years due to the high efficiencies achieved and their scalability potential. Such photovoltaic devices are already achieving certified efficiencies of 25.2% in glass substrates.Their manufacturing process is compatible with lightweight, flexible substrates, making them suitable for high W/kg applications (aircrafts, space, IoT devices, etc). However, optimisation for specific applications can be a challenge. A combination of innovative measurement techniques based on spatial optical and electrical characterisation, along with advanced data analysis methods (including AI and machine learning) could provide a step change in how to study these systems, helping to optimise manufacturing processes and resolve commercialisation challenges.&&&