Doctor Yan Gan mainly performs research to develop innovative design methods based on artificial intelligence through user experience design and thinking systems to meet users' perceptual needs. The main research field is the paradigm of product design methods based on deep learning. This mainly involves the design of traditional cultural products and the design of products and services for the future of human settlements.