Tianning Yao is a graduate architectural student at the School of Architecture and Design at China University of Mining and Technology, where his main research interests are environmental perception and spatial quality in underground spaces. He has published relevant research reviews, research, conference papers in this field. The keywords of his current research are deep learning, built environment, and multidimensional perception.