Research on electric vehicle charging safety warning model based on back propagation neural network optimized by improved gray wolf algorithm

•The established charging safety warning model has good timeliness and accuracy.•Using the search strategy based on clustering results to improve the GWO algorithm.•Rational distribution fitting precision and time, decrease the data input.