Climate Data Science: A Tour - Professor Doug Nychka, National Center for Atmospheric Research
Alan Turing Institute via YouTube
Overview
Syllabus
Intro
Climate Data Science: A tour
Context Climate is what you expect
PART 1 continued Climate models
Earth Climate System
Climate as a dynamical system
How is this model computed?
Observations
North American Rainfall
Multi-resolution representation
Estimated field and prediction errors
Ensembles
Combining models and data
Detection and Attribution
Results for temperature trends
Inference on signals
Climate model output
Pattern scaling
Individual patterns
Does this work?
The model as data NCAR CESM
Graphical analysis test case
Summary Data Science challenges for the Earth System
Taught by
Alan Turing Institute