Pingkuo Liu (1989- ), corresponding author. Male, Chifeng, Inner Mongolia, China. Doctor, Associate Professor. Main research interests: Energy Transition and Industrial Development Dynamics, Energy Digital Transformation and Optimization Decision-making. Email: pingoforever@sina.com