Showing 1 - 12 of 59 results
End-to-End Observation-Based ML forecasting podcast

End-to-End Observation-Based ML forecasting podcast

In this podcast observation-based ML is discussed. From its methods and architecture to challenges and opportunities of...
Tutorial on comparing CARRA and ERA5 2m temperature data

Tutorial on comparing CARRA and ERA5 2m temperature data

Format: notebook
Published: July 16, 2026

Explore and compare CARRA and ERA5 near-surface air temperature reanalysis data using Python and CDS API workflows.

Trust, Transparency, and the Changing Skill of Forecasting in the Age of AI

Trust, Transparency, and the Changing Skill of Forecasting in the Age of AI

Format: Podcast
Published: April 24, 2026
Stefanie Holborn is head of the observation, modelling, and verification centre at Deutscher Wetterdienst (DWD), and...
Predictability for AI based Earth System Models

Predictability for AI based Earth System Models

Format: Podcast
Published: April 24, 2026
Tobias Seiz is a researcher on atmospheric predictability on KIT. In this podcast, he introduces the concept of...
Emissions

Emissions

Format: notebook
Published: December 9, 2025

Investigating and visualising CAMS NOx anthropogenic and natural emissions inventories.

Comparing satellite data with models

Comparing satellite data with models

Format: notebook
Published: December 9, 2025

Introducing the theory of comparing satellite retrievals with model fields using averaging kernels and operators.

TROPOMI Ozone Profile retrievals

TROPOMI Ozone Profile retrievals

Format: notebook
Published: December 9, 2025

Analysing TROPOMI ozone profiles using averaging kernels to compare satellite retrievals with model vertical structure.

Comparing TROPOMI NO2 columns with the CAMS regional air quality ensemble product

Comparing TROPOMI NO2 columns with the CAMS regional air quality ensemble product

Format: notebook
Published: December 9, 2025

Comparing TROPOMI NO₂ observations with CAMS regional fields to assess spatial patterns and air-quality variability.

Global Air Quality Index

Global Air Quality Index

Format: notebook
Published: December 9, 2025

Computing and visualising the global AQI from CAMS pollutants to assess air-quality conditions worldwide.

CAMS Global Atmospheric Composition Forecast Practical

CAMS Global Atmospheric Composition Forecast Practical

Format: notebook
Published: December 9, 2025

Evaluating CAMS global aerosol forecasts by comparing model AOD with AERONET observations at selected sites.

CAMS Global Reanalysis Practical

CAMS Global Reanalysis Practical

Format: notebook
Published: December 9, 2025

Exploring CAMS global reanalysis fields to study atmospheric composition, trends, and long-term variability.

CAMS-MOS

CAMS-MOS

Format: notebook
Published: December 9, 2025

Exploring bias in CAMS forecasts using observations and introducing how MOS helps address systematic errors.