Digital Atomic-Precision Manufacturing

该项目的目的是实施手工制作的算法和数据驱动的机器学习/基于人工智能的计算技术，以显著简化和改进来自高度动态过程的实时信号的特征和解释。一个重点想法是通过耦合在光子晶体光纤或新范围的智能局部淋浴喷头机会和具有可自动现场反馈回路的原型平台中，为扫描电子显微镜引入互补的光学术中测量能力。这个新的OPERANDO平台可用于探索原子薄设备材料(如2D层、纳米管和纳米线)的增长，以及在许多应用和项目上进行合作，包括光电子、THz超材料、自旋电子学和生物传感器、反应堆制造商和计量公司。

The aim of this project is to implement hand-crafted algorithms and data-driven machine learning/AI-based computing techniques to significantly ease and refine the characterisation and interpretation of real-time signals from highly dynamic processes. One focus idea would be to introduce a complementary optical in-operando measurement capability for the Scanning Electron Microscope via coupling in a photonic crystal fibre or new range of smart local shower head opportunities and prototype platform with in-situ feedback loops that can be automated. This new operando platform can then be used to explore the growth of atomically thin device materials (such as 2D layers, nanotubes and nanowires) as well as collaborate on many applications and projects including optoelectronics, THz metamaterials, spintronics and biosensors, reactor manufacturers and metrology companies.