In the AMIP calibration pipeline (see https://github.com/CliMA/ClimaCoupler.jl/tree/cc/wxquest_v4_final) and in general, normalization is a useful preprocessing step to get all the variables within roughly the same range.
A struct can be implemented in ClimaCalibrate.jl that perform z score standardization. The main difficulty is in knowing what variables correspond to what. The short name of a variable is not sufficient, since users may also be interested in normalizing the same variable but across different pressure levels. There is also checks that need to be performed which will be similar to the checks that the GEnsembleBuilder does.
In the AMIP calibration pipeline (see https://github.com/CliMA/ClimaCoupler.jl/tree/cc/wxquest_v4_final) and in general, normalization is a useful preprocessing step to get all the variables within roughly the same range.
A struct can be implemented in ClimaCalibrate.jl that perform z score standardization. The main difficulty is in knowing what variables correspond to what. The short name of a variable is not sufficient, since users may also be interested in normalizing the same variable but across different pressure levels. There is also checks that need to be performed which will be similar to the checks that the
GEnsembleBuilderdoes.