Abstract: Considering the low prediction performances achieved by statistical models,various hybrid models have been proposed. By combining data preprocessing and optimization algorithms with basic statistical models or integrating artificial neural networks,convolutional neural networks,and recurrent neural networks,researchers can significantly improve the performance of short-term forecasting of wind energy.