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CCSPOMDPs

A toy pomdp model for Carbon Storage

Sample usage in REPL:

  1. Activate with ] activate .
  2. Run a POMCPOW solver include("scripts/solve.jl")

Adding Features

The POMDP formulation tracks suitability of various grid locations. Suitability is an average of individual scores for each feature. If you have a feature that you think would help determine suitability, you can add it with the following steps:

  1. In src/config.jl add the name of your feature to FEATURE_NAMES
  2. In src/config.jl add a prior belief of your variable's value :featureName => (mean, variance) to the PRIOR_BELIEF dictionary
  3. In src/config.jl add action uncertainties to the a_u dictionary (:action_type, :featureName) => variance
    • This means that an action of :action_type can inform us of the value of :featureName with variance
  4. Include logic on how your feature is to be scored in the score_component function, which returns a value 0 - 5

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