Incorporating hydrological constraints with deep learning for streamflow prediction
Y Zhou, Y Duan, H Yao, X Li, S Li - Expert Systems with Applications, 2025 - Elsevier
Streamflow prediction is a fundamental task serving for flood prevention and efficient water
resource management. Deep learning-based methods have emerged as the dominant …
resource management. Deep learning-based methods have emerged as the dominant …
A singular spectrum analysis-enhanced BiTCN-selfattention model for runoff prediction
W Wang, F Ye, Y Wang, M Gu - Earth Science Informatics, 2025 - Springer
To tackle the difficulties and challenges posed by the nonlinear and nonstationary
characteristics of runoff sequences in hydrological prediction, this paper aims to provide a …
characteristics of runoff sequences in hydrological prediction, this paper aims to provide a …