Member Since 2006
Libby A. Barnes
Colorado State University Fort Collins
AGU Research
Search
Filters
Clear All
Sea Surface Salinity Provides Subseasonal Predictability for Forecasts of Opportunity of U.S. Summertime Precipitation
AGU 2024
global environmental change | 13 december 2024
Marybeth Arcodia, Elizabeth A. Barnes, Paul J. Dur...
As oceanic moisture evaporates, it leaves a sea surface salinity signature. Roughly 10% of the moisture that evaporates over the ocean is transported ...
View Abstract
Using Explainable AI to Inform Climate Model Simulations: A Potential Southern Hemisphere SST Influence on Southwestern U.S. Precipitation
AGU 2024
atmospheric sciences | 13 december 2024
Marc Alessi, Charlotte Connolly, Elizabeth A. Barn...
The mechanisms that control Southwest U.S. (SWUS) precipitation are still highly debated, especially under anthropogenic climate change. While sea sur...
View Abstract
Observed radiative forcing diagnosed with a convolutional neural network and minimal use of climate models
AGU 2024
atmospheric sciences | 12 december 2024
Senne Van Loon, Maria Rugenstein, Elizabeth A. Bar...
Evaluating the exact rate of radiative forcing is challenging, because it can not be directly observed. Therefore, estimating the forcing usually reli...
View Abstract
A Storyline Approach to Explore Impacts of Regional No-Return Temperature Thresholds Using Transfer Learning and Uncertainty Quantification of Explainable Neural Network Predictions
AGU 2024
atmospheric sciences | 12 december 2024
Marybeth Arcodia, Elizabeth A. Barnes
Disparities in both the magnitude and rate of warming throughout the globe has led to uncertainties in the timing of crossing critical heat thresholds...
View Abstract
ClimSim-Online: A Large Multi-scale Dataset and Framework for Hybrid ML-physics Climate Emulation
AGU 2024
nonlinear geophysics | 12 december 2024
Akshay Subramaniam, Sungduk Yu, Zeyuan Hu, Walter ...
Modern climate projections lack adequate spatial and temporal resolution due to computational constraints, leading to inaccuracies in representing cri...
View Abstract
A Machine Learning Approach for Quantifying Human Influence on Ecosystems Around the World
AGU 2024
biogeosciences | 12 december 2024
Bryam Orihuela-Pinto, Patrick Keys, Elizabeth A. B...
The increasing global human footprint has raised significant interest in understanding its impact on diverse geographical regions. This study presents...
View Abstract
Earth System Predictability and Predictions: Near-Term Research Priorities and Opportunities
AGU 2024
global environmental change | 11 december 2024
James W. Hurrell, Elizabeth A. Barnes
Past research into Earth system science has led to remarkable and impressive gains in knowledge that are being used to make predictions across a range...
View Abstract
Quantifying Uncertainty in Extreme Event Attribution Using Neural Networks
AGU 2024
global environmental change | 11 december 2024
Jared Trok, Elizabeth A. Barnes, Emily Gordon, Fra...
Evidence from climate models and observational data suggests that global warming influences extreme weather events such as heatwaves, droughts, and ex...
View Abstract