The accurate forecast of wind power is crucial for the stable operation and economic dispatch of renewable energy power systems. To improve the accuracy of ultra-short-term wind-power forecast. we propose an improved model combining a convolutional neural network (CNN). bidirectional long short-term memory. https://herbsdailyes.shop/product-category/5-htp/