283 citations · 310 across the 12 of their papers we have counts for
3 papers · 1 filter
A Physically Driven Long Short Term Memory Model for Estimating Snow Water Equivalent over the Continental United States
Arun M. Saranathan, Mahmoud Saeedimoghaddam, Brandon Smith +3
Snow is an essential input for various land surface models. Seasonal snow estimates are available as snow water equivalent (SWE) from process-based reanalysis products or locally f…
A Machine Learning Data Fusion Model for Soil Moisture Retrieval
Vishal Batchu, Grey Nearing, Varun Gulshan
We develop a deep learning based convolutional-regression model that estimates the volumetric soil moisture content in the top ~5 cm of soil. Input predictors include Sentinel-1 (a…
ML-based Flood Forecasting: Advances in Scale, Accuracy and Reach
Sella Nevo, Gal Elidan, Avinatan Hassidim +4
Floods are among the most common and deadly natural disasters in the world, and flood warning systems have been shown to be effective in reducing harm. Yet the majority of the worl…