“This paper introduces the research progress in the field of renewable energy integration into the power system. Experts have established an aggregation evaluation system for the adjustable charging and swapping capabilities of large-scale electric vehicles, and explored the scenario prediction problem based on long short-term memory networks and conditional variational autoencoders, providing a solution to the challenges faced by traditional orderly charging methods after large-scale electric vehicles are integrated into the grid.”