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Latest Updates

odunbar edited this page Feb 17, 2021 · 3 revisions

Current Goals

Short term

  • Refactor the code with better data structures as detailed below
  • Separate out Calibrate into EnsembleKalmanProcesses.jl and have CalibrateEmulateSample.jl depend upon this
  • Explore an end-to-end example

Longer term

  • Working with user model instability. (We could also do nothing here, I'm not a fan of modifying priors, but perhaps it needs to be done)
  • Public Availability?
  • Explore examples from CliMA users to aid development,
  • Build example use-case library from CliMA applications?)
  • Documentation goals (i recall this good talk in particular that Simon referenced a while back on Slack. We could get some flavour from here perhaps to break down the task - or learn from CliMA experience people have )

Latest Points of action (Assignee), 27 Jan

  1. Working Example: Investigate a simple CliMA-based example (Ignacio/Mike)
  2. Refactor: Move Calibration to EnsembleKalmanProcesses.jl (-)
  3. Refactor:Interface with EnsembleKalmanProcesses.jl (-)

Latest features / Developments (writing a good PR)

  1. (PR #104) Adds DataContainers for consistent dimensions, tagline "data are columns"
  2. (PR #101) Adds example for Lorenz96 model, learning periodic forcing function
  3. (PR #100) Adds EKP examples for Loss minimization
  4. (PR #89, #94) Adds ParameterDistributions to deal with priors and posteriors
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