“The Lanxin high-speed railway passes through four major wind zones in Xinjiang, with a length of 462.41 km and an average of over 75 days of strong winds per year. The maximum wind speed is 46.7 m/s, posing a threat to the safety of high-speed rail. Experts have established a refined wind trend forecasting system, based on data from 2018 to 2024, using a multimodal integrated forecasting method to achieve 24-hour wind trend forecasting in the future. The average forecast accuracy in September was 83.0%, and the K3021+217 station reached 86.2%. They have proposed an application strategy based on alarm rules to reduce train stopping time, improve transportation efficiency, and enhance the ability to ensure safe railway operation in wind prone areas.”