Deep learning for spatiotemporal forecasting in Earth system science: a review
Deep learning (DL) has demonstrated strong potential in addressing key challenges in
spatiotemporal forecasting across various Earth system science (ESS) domains. This review …
spatiotemporal forecasting across various Earth system science (ESS) domains. This review …
Utilizing hybrid machine learning techniques and gridded precipitation data for advanced discharge simulation in under-monitored river basins
R Morovati, O Kisi - Hydrology, 2024 - mdpi.com
This study addresses the challenge of utilizing incomplete long-term discharge data when
using gridded precipitation datasets and data-driven modeling in Iran's Karkheh basin. The …
using gridded precipitation datasets and data-driven modeling in Iran's Karkheh basin. The …
[HTML][HTML] Streamflow simulation with high-resolution WRF input variables based on the CNN-LSTM hybrid model and gamma test
Y Wang, J Liu, L Xu, F Yu, S Zhang - Water, 2023 - mdpi.com
Streamflow modelling is one of the most important elements for the management of water
resources and flood control in the context of future climate change. With the advancement of …
resources and flood control in the context of future climate change. With the advancement of …
Evaluating distributed snow model resolution and meteorology parameterizations against streamflow observations: Finer is not always better
TB Barnhart, AL Putman, AJ Heldmyer… - Water Resources …, 2024 - Wiley Online Library
Estimating snow conditions is often done using numerical snowpack evolution models at
spatial resolutions of 500 m and greater; however, snow depth in complex terrain often …
spatial resolutions of 500 m and greater; however, snow depth in complex terrain often …
Dissolving the mystery of subsurface controls on snowmelt–discharge dynamics in karst mountain watersheds using hydrologic timeseries
Streamflow generation in mountain watersheds is strongly influenced by snow accumulation
and melt as well as groundwater connectivity. In mountainous regions with limestone and …
and melt as well as groundwater connectivity. In mountainous regions with limestone and …