Charging station power optimization method, device and equipment based on zebra optimization algorithm

The invention provides a charging station power optimization method, device and equipment based on a zebra optimization algorithm, and the method comprises the steps: obtaining charging station data which at least comprises charging pile data and user behavior data; preprocessing the charging station data to obtain normalized time sequence characteristic data; inputting the time sequence characteristic data into a long short-term memory network model to predict a charging demand; and performing power distribution optimization by using a zebra optimization algorithm according to the predicted charging demand to obtain an optimal power distribution scheme. The charging station power optimization scheme based on the zebra optimization algorithm is utilized, the future charging demand is accurately predicted through the deep learning model, the power distribution strategy is dynamically adjusted in combination with the zebra optimization algorithm, the charging efficiency can be improved, the user waiting time ca