3 papers
cs.CV2025
OptFormer: Optical Flow-Guided Attention and Phase Space Reconstruction for SST Forecasting
Yin Wang, Chunlin Gong, Zhuozhen Xu +2
Sea Surface Temperature (SST) prediction plays a vital role in climate modeling and disaster forecasting. However, it remains challenging due to its nonlinear spatiotemporal dynami…
cs.LG2025
AFD-STA: Adaptive Filtering Denoising with Spatiotemporal Attention for Chaotic System Prediction
Chunlin Gong, Yin Wang, Jingru Li +1
This paper presents AFD-STA Net, a neural framework integrating adaptive filtering and spatiotemporal dynamics learning for predicting high-dimensional chaotic systems governed by…
cs.LG2025
STFM: A Spatio-Temporal Information Fusion Model Based on Phase Space Reconstruction for Sea Surface Temperature Prediction
Yin Wang, Chunlin Gong, Xiang Wu +1
The sea surface temperature (SST), a key environmental parameter, is crucial to optimizing production planning, making its accurate prediction a vital research topic. However, the…