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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