The project, directed by Researcher. Ma Wei from ISEE, was supported by NSFC for Excellent Young Scholars in 2023. Ma has been engaged in researching on micro-nano optics and integrated optoelectronics for a long time, with a particular focus on the interdisciplinary field of micro-nano optics and artificial intelligence. This project focuses on the design of micro-nano optical structures such as metamaterials, and conducts research on the co-design of micro-nano optical software and hardware based on machine learning, topology optimization and other models and algorithms. It provides basic design theory and key technical support for various miniaturized, intelligent and integrated optoelectronic sensing systems in the future.