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djk2120 / CLM5PPE

place for some of the preparatory work towards generating the CLM5 parameter perturbation experiment
MIT License
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viscous sensitivity analysis #2

Open djk2120 opened 1 year ago

djk2120 commented 1 year ago

Maybe we could perform sensitivity analysis on global avg LAI (2005-2014), using the VISCOUS methodology, and compare to Linnia's existing R scripts.

Python package: https://www.essoar.org/doi/abs/10.1002/essoar.10512586.1

Reference paper: https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2020WR028435

@linniahawkins @katiedagon

linniahawkins commented 1 year ago

Explore the emulated one-at-a-time parameter sensitivities and interactions using annual max LAI, at global and biome levels. Compare results from R-based gaussian process emulators to Pytorch or scipy based emulators and the VISCOUS sensitivity methodology.

katiedagon commented 1 year ago

@linniahawkins cool you are using GPR which is also what I've found useful for the global, annual mean emulation. The ESEm package is another great option for python-based emulation.