workflowo.yaml

map_names:
    data:
        source: timeflow.File
        filename: time-series.csv
    routine: timeflow.MapNames
    mode: exclusive # trim columns that are not mapped
    map:
        DateTime: time
        GlobalCM22: irradiance
        Temperature: temperature
        RelativeHumidity: relative_humidity
        Pressure: pressure


insert_constants:
    data:
        source: map_names
    routine: timeflow.SetConstants
    constants:
        description: NREL BMS
        latitude: 39.74
        longitude: -105.18
        elevation: 1.829
        surface_type: vegetation
        atmosphere: sub-arctic summer


daylight_points:
    data:
        source: insert_constants
    routine: timeflow.Threshold
    column: irradiance
    operator: <
    value: 12.5 # Watts/m^2


select:
    data:
        source: daylight_points
        if: true
    routine: rtms.ClearPointSelect


optimize_clear:
    data:
        source: select
        if: true
    routine: rtms.optimize
    model: rtms.models.SMARTS
    target: irradiance
    variable: angstroms_coefficient


interpolate_aod:
    data:
        source: daylight_points
        merge:
            source: optimize_clear
            column: angstroms_coefficient
    routine: timeflow.linear_interpolate
    dependant: angstroms_coefficient


optimize_cloudy:
    data:
        source: interpolate_aod
    routeine: rtms.optimize
    model: rtms.models.SBdart
    target: irradiance
    variable: cloud_optical_thickness