Nuno Carvalhais
Scientist/Leader model-data integration group. PhD in Env. Sci. Eng.
Session
07-12
15:40
10min
Strategies to Integrate Data and Biogeochemical models
Felix Cremer, Lazaro Alonso, Nuno Carvalhais
Sindbad.jl currently serves as an internal modular framework for model-data integration at the Max Planck Institute for Biogeochemistry. It supports various methods for water-carbon coupling and vegetation dynamics. All definitions are compatible with automatic differentiation, enabling hybrid modeling approaches. Specifically, these approaches preserve the physics-based models while utilizing neural networks to optimize quantities of interest.
Earth and climate science in Julia: Power to the user
While Loop (4.2)