Abstract There is a decisive relationship between the web tension in the winding section and paper quality. To ensure the paper quality of high-speed paper machines, an intelligent control method for web tension in the winding section of high-speed paper machines is proposed. The working process of the winding section of high-speed paper machines is simulated, and the real-time web tension in the winding section of high-speed paper machines is intelligently detected under static and dynamic stat