Chunhao Liu received a B.S. degree in automation from Linyi University, Linyi, China, in 2019, and an M.S. degree in electronic and information engineering from Linyi University, Linyi, China, in 2024. He is currently pursuing a Ph.D. degree in electronic and information engineering at the School of Automation, Nanjing University of Science and Technology, Nanjing, China. His research interests include trajectory prediction, intention recognition, situation awareness, and threat assessment using deep learning methods.