5 citations · 6 across the 8 of their papers we have counts for
4 papers · 1 filter
Earth Observation Foundation Models for Terrestrial Ecohydrology: From Representation Learning to Process Inference
Yi Yu, Jian Peng, Yucheng Lin +2
Earth observation foundation models (EOFMs) are emerging as reusable representation frameworks for data-driven retrieval, prediction and process modelling within ecohydrology, whic…
McCast: Memory-Guided Latent Drift Correction for Long-Horizon Precipitation Nowcasting
Penghui Wen, Yu Luo, Lintao Wang +4
Existing precipitation nowcasting methods typically adopt an autoregressive formulation, where future states are predicted from previous outputs. However, such an approach accumula…
Stable Attention Response for Reliable Precipitation Nowcasting
Penghui Wen, Zexin Hu, Sen Zhang +6
Precipitation nowcasting remains challenging due to the highly localized, rapidly evolving, and heterogeneous nature of atmospheric dynamics. Although recent methods increasingly a…
Field-scale soil moisture estimated from Sentinel-1 SAR data using a knowledge-guided deep learning approach
Yi Yu, Patrick Filippi, Thomas F. A. Bishop
Soil moisture (SM) estimation from active microwave data remains challenging due to the complex interactions between radar backscatter and surface characteristics. While the water…