The data in this paper adopt the annual data of aircraft flying between airports in 2019.10-2020.10 in the past year. Data processing was performed on the 3 D coordinates with time as an independent variable. To verify the effectiveness of Bi-LSTM for trajectory prediction, compare the real trajectories and BP neural network, the Bi-LSTM algorithm has small errors and outthan BP neural network.