FAST-CA: Fusion-based Adaptive Spatial-Temporal Learning with Coupled Attention for airport network delay propagation prediction

Chi Li, Xixian Qi, Yuzhe Yang, Zhuo Zeng, Lianmin Zhang, Jianfeng Mao

Abstract: Highlights•Holistic approach tackling key challenges in airport network delay propagation prediction.•Dynamic and adaptive graph learning capturing evolving airport network relationships.•Coupled attention mechanism for integrated spatial–temporal and sequence analysis.•Periodicity extraction in airport delay series enhancing prediction precision.•State-of-the-art performance on varied real-world datasets validating effectiveness.