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Thorough sensitivity analysis varying as many param as possible #7

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sdat2 opened this issue Apr 8, 2021 · 0 comments
Open
3 tasks

Thorough sensitivity analysis varying as many param as possible #7

sdat2 opened this issue Apr 8, 2021 · 0 comments
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enhancement New feature or request

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@sdat2
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sdat2 commented Apr 8, 2021

It would be great to conduct an automated experiment to explore the parameter space.

  • Experiment with emulkit.
  • Calculate weighted distance along the data between the model and the reanalysis for the reanalysis inputs.
  • Optimise to minimise this distance.

Hypothesis: There exists a set of parameters that could reproduce the same results for nino3.4 (i.e. the solution is not unique)
H0: The model only has one set of parameters that could reasonably reproduce the model results.

Hypothesis: A different set of parameters from a reasonable range could more closely fit the observed data over the whole tropical Pacific.
H0: The model is tuned to the best set of parameters to replicate the behaviour of the tropical Pacific.

@sdat2 sdat2 self-assigned this Jun 5, 2021
@sdat2 sdat2 changed the title Add data acquisition function Thorough sensitivity analysis varying as many param as possible Aug 5, 2021
@sdat2 sdat2 added the enhancement New feature or request label Aug 9, 2021
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