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 2021 | 13 December 2021
Euro-Atlantic Summer Atmospheric Teleconnections with Self-Organising Maps: Predictability and the Role of SST in MPI-ESM-MR
Julianna Carvalho Oliveira + Eduardo Zorita + Johanna Baehr ...
We investigate the seasonal predictability of European summer climate by focusing the analysis on the impact of two dominant atmospheric teleconnections associated with the...
AGU Fall Meeting 2021 | 13 December 2021
Prediction of Surface Air Temperature Over Regions of Japan Using Artificial Neural Networks
Venkata Ratnam Jayanthi + Nonaka + Swadhin K Behera
The surface air temperature anomalies over various regions of Japan are predicted using the well-known technique of artificial neural networks (ANN) for the winter seasons...
AGU Fall Meeting 2021 | 13 December 2021
Evaluation of a Hybrid Approach to Atmospheric Modeling that Combines Machine Learning with a General Circulation Model
Troy Arcomano + Alexander Wikner + Brian Hunt ...
We evaluate the forecast and climate simulation performance of a novel hybrid modeling approach that combines a parallel, reservoir-computing-based machine learning (ML) algorithm...
AGU Fall Meeting 2021 | 13 December 2021
A Machine Learning Parameterization of Gravity Wave Momentum Fluxes Coupled to an Atmospheric Global Climate Model
Cain + DallaSanta + Sheshadri ...
We present a novel, single-column gravity wave parameterization (GWP) that uses machine learning to emulate a physics-based GWP. An artificial neural network (ANN) is trained...