In order to accurately predict the power consumption data of charging piles. assist related enterprises to accurately predict the benefits of charging piles and further optimize the relationship between households and transformers. this paper proposes an improved Gate Recurrent Unit (IGRU) prediction model based on spline interpolation. This method first extracts relevant data feature... https://foldlyers.shop/product-category/linear-ics/