Research
My research focuses on developing hybrid modeling frameworks that integrate process-based models with machine learning to bridge spatial and temporal scales in land surface processes. I currently focus on combining mechanistic insights from biogeochemistry with data-driven methods to link local observations to regional patterns.
I am also interested in the intersection of complex systems, graph neural networks, and time series analysis.
Areas of focus
- Hybrid modelling
- Model development in Julia
- Data Cubes
- Handling petabyte-scale data—no memory issues!
- Visual Analytics
- Chaos*
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