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Introduce abstractions for tvd limiters
Update flux correction stencils Try new TVD test Fix vanLeer
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using Test | ||
using LinearAlgebra | ||
using OrdinaryDiffEq: ODEProblem, solve | ||
using ClimaTimeSteppers | ||
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import ClimaCore: | ||
Fields, | ||
Domains, | ||
Topologies, | ||
Meshes, | ||
DataLayouts, | ||
Operators, | ||
Geometry, | ||
Spaces | ||
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# Advection Equation, with constant advective velocity (so advection form = flux form) | ||
# ∂_t y + w ∂_z y = 0 | ||
# the solution translates to the right at speed w, | ||
# so at time t, the solution is y(z - w * t) | ||
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# visualization artifacts | ||
ENV["GKSwstype"] = "nul" | ||
using ClimaCorePlots, Plots | ||
Plots.GRBackend() | ||
dir = "tvd_limiters" | ||
path = joinpath(@__DIR__, "output", dir) | ||
mkpath(path) | ||
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function linkfig(figpath, alt = "") | ||
# buildkite-agent upload figpath | ||
# link figure in logs if we are running on CI | ||
if get(ENV, "BUILDKITE", "") == "true" | ||
artifact_url = "artifact://$figpath" | ||
print("\033]1338;url='$(artifact_url)';alt='$(alt)'\a\n") | ||
end | ||
end | ||
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function tendency!(yₜ, y, parameters, t) | ||
(; w, Δt) = parameters | ||
FT = Spaces.undertype(axes(y.q)) | ||
divf2c = Operators.DivergenceF2C( | ||
bottom = Operators.SetValue(Geometry.WVector(FT(0))), | ||
top = Operators.SetValue(Geometry.WVector(FT(0))), | ||
) | ||
upwind1 = Operators.UpwindBiasedProductC2F( | ||
bottom = Operators.Extrapolate(), | ||
top = Operators.Extrapolate(), | ||
) | ||
upwind3 = Operators.Upwind3rdOrderBiasedProductC2F( | ||
bottom = Operators.ThirdOrderOneSided(), | ||
top = Operators.ThirdOrderOneSided(), | ||
) | ||
TVDLimitedFlux = Operators.TVDLimitedFlux( | ||
bottom = Operators.FirstOrderOneSided(), | ||
top = Operators.FirstOrderOneSided(), | ||
) | ||
@. yₜ.q = | ||
-divf2c( | ||
upwind1(w, y.q) + TVDLimitedFlux( | ||
upwind3(w, y.q) - upwind1(w, y.q), | ||
y.q, | ||
), | ||
) | ||
end | ||
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# Define a pulse wave or square wave | ||
pulse(z, t, z₀, zₕ, z₁) = abs(z - speed * t) ≤ zₕ ? z₁ : z₀ | ||
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FT = Float64 | ||
t₀ = FT(0.0) | ||
Δt = 0.0001 | ||
t₁ = 10000Δt | ||
z₀ = FT(0.0) | ||
zₕ = FT(1.0) | ||
z₁ = FT(1.0) | ||
speed = FT(1.0) | ||
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n = 2 .^ 6 | ||
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domain = Domains.IntervalDomain( | ||
Geometry.ZPoint{FT}(-π), | ||
Geometry.ZPoint{FT}(π); | ||
boundary_names = (:bottom, :top), | ||
) | ||
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stretch_fns = (Meshes.Uniform(), Meshes.ExponentialStretching(FT(7.0))) | ||
plot_string = ["uniform", "stretched"] | ||
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for (i, stretch_fn) in enumerate(stretch_fns) | ||
mesh = Meshes.IntervalMesh(domain, stretch_fn; nelems = n) | ||
cent_space = Spaces.CenterFiniteDifferenceSpace(mesh) | ||
face_space = Spaces.FaceFiniteDifferenceSpace(cent_space) | ||
z = Fields.coordinate_field(cent_space).z | ||
O = ones(FT, face_space) | ||
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# Initial condition | ||
q_init = pulse.(z, 0.0, z₀, zₕ, z₁) | ||
y = Fields.FieldVector(q = q_init) | ||
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# Unitary, constant advective velocity | ||
w = Geometry.WVector.(speed .* O) | ||
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# Solve the ODE | ||
parameters = (; w, Δt) | ||
prob = ODEProblem( | ||
ClimaODEFunction(; T_exp! = tendency!), | ||
y, | ||
(t₀, t₁), | ||
parameters, | ||
) | ||
sol = solve(prob, ExplicitAlgorithm(SSP33ShuOsher()), dt = Δt, saveat = Δt) | ||
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q_final = sol.u[end].q | ||
q_analytic = pulse.(z, t₁, z₀, zₕ, z₁) | ||
err = norm(q_final .- q_analytic) | ||
rel_mass_err = norm((sum(q_final) - sum(q_init)) / sum(q_init)) | ||
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@test err ≤ 0.25 | ||
@test rel_mass_err ≤ 10eps() | ||
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plot(q_final) | ||
Plots.png( | ||
Plots.plot!(q_analytic, title = "TVD Limited Flux"), | ||
joinpath( | ||
path, | ||
"exact_and_computed_advected_square_wave_TVDLimitedFlux_" * | ||
plot_string[i] * | ||
".png", | ||
), | ||
) | ||
end |
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Apply the name slope limiter to indicate that we modify only the reconstructed cell centered variable and multiply then with the transporting momentum.
https://arxiv.org/pdf/2102.04435.pdf