Artificial Intelligence for the Earth Systems

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Top Publications

• Investigating the fidelity of explainable artificial intelligence methods for applications of convolutional neural networks in geoscience

  (2022)
  125 Citations

• Challenges and benchmark datasets for machine learning in the atmospheric sciences: Definition, status and outlook

  (2022)
  57 Citations

• Cross-validation strategy impacts the performance and interpretation of machine learning models

  (2023)
  31 Citations

• A Review of Recent and Emerging Machine Learning Applications for Climate Variability and Weather Phenomena

  (2023)
  23 Citations

• Sub-seasonal Prediction of Central European Summer Heatwaves with Linear and Random Forest Machine Learning Models

  (2023)
  22 Citations

• Downscaling of Historical Wind Fields over Switzerland using Generative Adversarial Networks

  (2022)
  20 Citations

• Carefully Choose the Baseline: Lessons Learned from Applying XAI Attribution Methods for Regression Tasks in Geoscience

  (2022)
  19 Citations

• Improvements to the Land Surface Air Temperature Reconstruction in NOAAGlobalTemp: An Artificial Neural Network Approach

  (2022)
  19 Citations

• Bias correcting climate model simulations using unpaired image-to-image translation networks

  (2023)
  18 Citations

• Application of deep learning to understanding ENSO dynamics

  (2022)
  17 Citations