Chengming Yu received the B.S. degree in transport equipment and control engineering from Central South University, Changsha, China, in 2019, where he is currently pursuing the Ph.D. degree in traffic and transportation engineering and is expected to get Ph.D. in 2025. His research interests include transportation and energy sciences, artificial intelligence, and data mining. He has published 14 SCI papers in the above fields, one academic monograph about smart electric device recognition, and several patents.