For studying the traffic safety of high-speed railway, this research considers high-quality second-level wind speed data as its basis. However, quality can be greatly lowered by disturbances during collection and storage. Therefore, it is crucial to control Wind along railway are unstable non-linear. In order adapt characteristic, study combines a convolutional neural network (CNN), long short-...