Cover Artificial Intelligence for the Earth Systems
Artificial Intelligence for the Earth Systems

 

Volume 3 (2024): Issue 1 (Jan 2024)

Online ISSN:
2769-7525
Cover Artificial Intelligence for the Earth Systems
MASTHEAD
Masthead
PERSPECTIVES
Perspectives on AI Architectures and Codesign for Earth System Predictability
ARTICLES
Exploring the Use of Machine Learning to Improve Vertical Profiles of Temperature and Moisture
Deep Learning Parameterization of Vertical Wind Velocity Variability via Constrained Adversarial Training
Physics-Inspired Adaptions to Low-Parameter Neural Network Weather Forecast Systems
Deep Learning Image Segmentation for Atmospheric Rivers
A Machine Learning Explainability Tutorial for Atmospheric Sciences
Statistical Treatment of Convolutional Neural Network Superresolution of Inland Surface Wind for Subgrid-Scale Variability Quantification
Self-Supervised Cloud Classification
Improving Medium-Range Ensemble Weather Forecasts with Hierarchical Ensemble Transformers
Postprocessing of Ensemble Weather Forecasts Using Permutation-Invariant Neural Networks
Airborne Radar Quality Control with Machine Learning
Automated Large-Scale Tornado Treefall Detection and Directional Analysis Using Machine Learning
Development of an Optimal Postprocessing Model Using the Microgenetic Algorithm to Improve Precipitation Forecasting in South Korea
LESSONS LEARNED
Two-Step Hyperparameter Optimization Method: Accelerating Hyperparameter Search by Using a Fraction of a Training Dataset
Limitations of XAI Methods for Process-Level Understanding in the Atmospheric Sciences
Environmental Justice and Lessons Learned from COVID-19 Outcomes—Uncovering Hidden Patterns with Geometric Deep Learning and New NASA Satellite Data
Save