Graham McIntire
864a91fc5c
Inversion detection module (Propagation.Inversion): - find_inversion_top/1 walks the native profile to locate the first temperature inversion (surface-based or elevated) - bulk_richardson/3 computes the Richardson number across the inversion layer (Ri < 0.25 = turbulent, > 1 = laminar/good) - shear_magnitude/3 computes the wind shear vector magnitude - potential_temperature/2 for θ = T*(P0/P)^0.286 Theta-e module (Weather.ThetaE): - Bolton (1980) equivalent potential temperature - dewpoint_from_spfh/2 via Magnus-Tetens inversion - theta_e_jump/3 for the thermodynamic decoupling metric mix hrrr_native_derive_fields populates inversion_top_m, bulk_richardson, theta_e_jump_k, and shear_at_top_ms on existing hrrr_native_profiles rows. First real data: 2022-08-20 12Z TX profile shows inversion at 186 m, Ri = 0.16 (turbulent), θ_e jump = 0.33 K — consistent with marginal propagation conditions at that hour.
91 lines
2.5 KiB
Elixir
91 lines
2.5 KiB
Elixir
defmodule Mix.Tasks.HrrrNativeDeriveFields do
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@shortdoc "Compute derived turbulence fields on hrrr_native_profiles"
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@moduledoc """
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Walks all `hrrr_native_profiles` rows that are missing derived
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fields (bulk_richardson is nil) and populates them from the raw
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level arrays using the Inversion and ThetaE modules.
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Idempotent: rows that already have derived fields are skipped.
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mix hrrr_native_derive_fields # process all pending
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mix hrrr_native_derive_fields --limit 100
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"""
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use Mix.Task
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import Ecto.Query
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alias Microwaveprop.Propagation.Inversion
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alias Microwaveprop.Repo
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alias Microwaveprop.Weather.HrrrNativeProfile
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alias Microwaveprop.Weather.ThetaE
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@impl Mix.Task
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def run(argv) do
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Mix.Task.run("app.start")
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{opts, _, _} = OptionParser.parse(argv, switches: [limit: :integer])
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limit = Keyword.get(opts, :limit, 10_000)
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profiles =
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HrrrNativeProfile
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|> where([p], is_nil(p.bulk_richardson) and p.level_count > 2)
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|> limit(^limit)
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|> Repo.all()
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Mix.shell().info("Deriving fields for #{length(profiles)} profiles...")
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count =
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Enum.count(profiles, fn profile ->
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derived = derive(profile)
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if derived do
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{1, _} =
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HrrrNativeProfile
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|> where([p], p.id == ^profile.id)
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|> Repo.update_all(set: derived)
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true
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else
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false
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end
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end)
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Mix.shell().info("Updated #{count} profiles with derived turbulence fields.")
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end
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defp derive(profile) do
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p = %{
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heights_m: profile.heights_m,
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temp_k: profile.temp_k,
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spfh: profile.spfh,
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pressure_pa: profile.pressure_pa,
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u_wind_ms: profile.u_wind_ms,
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v_wind_ms: profile.v_wind_ms,
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tke_m2s2: profile.tke_m2s2,
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level_count: profile.level_count
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}
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case Inversion.find_inversion_top(p) do
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{:ok, %{height_m: top_h, level_idx: top_idx, base_idx: base_idx}} ->
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ri = Inversion.bulk_richardson(p, base_idx, top_idx)
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shear = Inversion.shear_magnitude(p, base_idx, top_idx)
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theta_e_jump = ThetaE.theta_e_jump(p, base_idx, top_idx)
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[
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inversion_top_m: top_h,
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bulk_richardson: ri,
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shear_at_top_ms: shear,
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theta_e_jump_k: theta_e_jump
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]
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:none ->
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# No inversion — still fill nulls so we know the row was processed
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[
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inversion_top_m: nil,
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bulk_richardson: nil,
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shear_at_top_ms: nil,
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theta_e_jump_k: nil
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]
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end
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end
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end
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