AGU Fall Meeting 2021 | 16 December 2021
The Influence of the Trend, Basin Interactions and Ocean Dynamics on Tropical Ocean Prediction
Michael A Alexander + Shin
The trend, connections between tropical ocean basins and dynamical processes on sea surface temperature (SST) and sea surface height (SSH) forecast skill is investigated using...
AGU Fall Meeting 2020 | 7 December 2020
A semi-operational ice nowcast/forecast modeling system, supporting navigation in Lake Erie
Mojgan Rostaminia + AYUMI Fujisaki-Manome + Aijun Zhang ...
The amount of ice cover on the Great Lakes has a significant impact on the economy, navigation, and ecosystem health. Many navigational problems arise during the time of...
AGU Fall Meeting 2021 | 13 December 2021
Prediction of Atmospheric Noise Temperature at the Deep Space Network with Machine Learning
Longtao Wu + Kahan + Pan ...
Ka-band (32 GHz) communications links utilized by NASA flight missions for science downlink are susceptible to degradation due to weather. The current approach in designing...
AGU Fall Meeting 2021 | 13 December 2021
Advancing precipitation research with a deep learning framework
Anita LeRoy + Charles Collins + Geoffrey T Stano ...
The University of Alabama in Huntsville (UAH), Information Technology and Systems Center (ITSC), and Earth Systems Science Center (ESSC), in collaboration with the NASA Marshall...
AGU Fall Meeting 2021 | 13 December 2021
LONG LEAD PREDICTIONS OF ENSO USING CONVOLUTIONAL NEURAL NETWORKS
Doi + Swadhin K Behera + Venkata Ratnam Jayanthi
In this study we attempted to forecast El Niño southern oscillation (ENSO) at long lead time of 2 years using the deep learning technique of convolutional neural networks...