We propose a framework that estimates the inundation depth (maximum water level) and debris-flow-induced topographic deformation from remote sensing imagery by integrating deep learning and numerical ...

In the experimental watersheds, we used rainfall-flow patterns to forecast the short-term flood streamflow, and satisfactory results were obtained. This suggests that the algorithm is suitable for ...

Tragedy in Kullu: Flash Flood Devastates Power Projects A cloudburst in Kullu's Sainj Valley caused severe flash flooding, affecting power projects. Three people are missing, and significant damage ...