Abstract As an important renewable energy source. wind power generation is highly stochastic and uncertain due to various environmental factors affecting its output. To raise the accuracy of wind power generation prediction. a bidirectional long short-term memory network combination model based on sparrow search algorithm and firefly algorithm optimization is designed. https://pipingrockers.shop/product-category/cocoa-powder/