“The research team proposed a multi-objective EVCS optimal planning method based on the spatiotemporal distribution prediction of charging demand, established a dynamic road network model and charging demand prediction system, and achieved a win-win situation among investors, users, and the power grid, providing a solution to the problem of mismatched charging supply and demand for electric vehicles.”