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deglaciation compared to seakon (draft)
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push!(LOAD_PATH, "../") | ||
using FastIsostasy | ||
using JLD2, NCDatasets, CairoMakie, Interpolations, DelimitedFiles | ||
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not(x::Bool) = !x | ||
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function lon360tolon180(lon, X) | ||
permidx = lon .> 180 | ||
lon180 = vcat(lon[permidx] .- 360, lon[not.(permidx)]) | ||
Hice180 = cat(X[permidx, :, :], X[not.(permidx), :, :], dims=1) | ||
return lon180, Hice180 | ||
end | ||
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function compute5C() | ||
file = "../data/ICE6Gzip/IceT.I6F_C.131QB_VM5a_1deg.nc" | ||
ds = NCDataset(file) | ||
Hice = copy(ds["stgit"][:, :]) | ||
t = copy(ds["Time"][:, :]) | ||
lat = copy(ds["Lat"][:, :]) | ||
lon = copy(ds["Lon"][:, :]) | ||
close(ds) | ||
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lon180, Hice180 = lon360tolon180(lon, Hice) | ||
fig, ax, hm = heatmap(Hice180[:, :, 2], colormap = :ice, colorrange = (1e-8, 4e3), | ||
lowclip = :transparent) | ||
Colorbar(fig[1, 2], hm) | ||
hidedecorations!(ax) | ||
fig | ||
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lon, Hice = lon180, Hice180 | ||
t .*= -1 | ||
nlon, nlat, nt = size(Hice) | ||
Hsum = [sum(Hice[:, :, k]) for k in eachindex(t)] | ||
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Hlim = (1e-8, 4e3) | ||
fig = Figure(resolution = (1600, 1000), fontsize = 24) | ||
ax1 = Axis(fig[1:3, 1], aspect = DataAspect()) | ||
ax2 = Axis(fig[4, 1]) | ||
hidedecorations!(ax1) | ||
hideydecorations!(ax2) | ||
xlims!(ax2, extrema(t)) | ||
ylims!(ax2, extrema(Hsum) .+ (-2e6, 2e6)) | ||
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kobs = Observable(1) | ||
Hobs = @lift( Hice[:, :, $kobs] ) | ||
nobs = @lift( length(t[1:$kobs]) ) | ||
tobs = @lift( t[1:$nobs] ) | ||
Vproxy = @lift( Hsum[1:$nobs] ) | ||
hm = heatmap!(ax1, Hobs, colormap = :ice, colorrange = Hlim, lowclip = :transparent) | ||
Colorbar(fig[1:3, 2], hm, height = Relative(0.6)) | ||
points = Observable(Point2f[(t[1], Hsum[1])]) | ||
lines!(ax2, points) | ||
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record(fig, "plots/test5/ICE6G-cylce.mp4", eachindex(t), framerate = 10) do k | ||
kobs[] = k | ||
new_point = Point2f(t[k], Hsum[k]) | ||
points[] = push!(points[], new_point) | ||
end | ||
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Hitp = linear_interpolation((lon, lat, t), Hice, extrapolation_bc = Flat()) | ||
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Omega = ComputationDomain(3500e3, 7) | ||
c = PhysicalConstants() | ||
lbmantle = c.r_equator .- [5.721, 5.179] .* 1e6 | ||
lb = vcat(96e3, lbmantle) | ||
lv = [0.5, 1.58, 3.16] .* 1e21 | ||
p = LayeredEarth(Omega, layer_boundaries = lb[1:2], layer_viscosities = lv[1:2]) | ||
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Hice_vec = [copy(Omega.null) for _ in t] | ||
for k in eachindex(t) | ||
for IJ in CartesianIndices(Omega.Lat) | ||
i, j = Tuple(IJ) | ||
# println(Omega.Lon[i, j], " ", Omega.Lat[i, j], " ", t[k]) | ||
Hice_vec[k][i, j] = Hitp(Omega.Lon[i, j], Omega.Lat[i, j], t[k]) | ||
end | ||
end | ||
deltaH = [Hice_vec[k] - Hice_vec[1] for k in eachindex(t)] | ||
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tsec = years2seconds.(t .* 1e3) | ||
interactive_sl = true | ||
fip = FastIsoProblem(Omega, c, p, tsec, interactive_sl, tsec, deltaH) | ||
solve!(fip) | ||
println("Computation took $(fip.out.computation_time) s") | ||
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@save "../data/test5/ICE6G/homogeneous-interactivesl=$interactive_sl-N="* | ||
"$(Omega.Nx).jld2" t fip Hitp Hice_vec deltaH | ||
end |
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function load_laty_ICE6G() | ||
latydir = "../data/Latychev/ICE6G/r1d_ICE6G" | ||
latyfiles = readdir(latydir) | ||
tlaty = [-120, -26, -21, -16, -11, -6, -2, -1, -0.125, 0, 0.125] .* 1e3 | ||
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latyfiles = latyfiles[1:end-1] | ||
tlaty = tlaty[1:end-1] | ||
nlon, nlat = 512, 256 | ||
ulaty = zeros(nlon, nlat, length(tlaty)) | ||
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for k in eachindex(latyfiles) | ||
ulaty[:, :, k] = reshape(vec(readdlm(joinpath(latydir, latyfiles[k]))), nlon, nlat) | ||
end | ||
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gllatlon_file = "../data/Latychev/ICE6G/gl256_LatLon" | ||
LonLat, header = readdlm(gllatlon_file, header = true) | ||
Lon = reshape(LonLat[:, 1], nlon, nlat) | ||
Lat = reshape(LonLat[:, 2], nlon, nlat) | ||
Lon, Lat = reverse(Lon, dims = 2), reverse(Lat, dims = 2) | ||
ulaty = reverse(ulaty, dims = 2) | ||
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Lon, ulaty = lon360tolon180(Lon[:, 1], ulaty) | ||
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for k in eachindex(tlaty) | ||
fig = heatmap(ulaty[:, :, k], colorrange = (-500, 500), colormap = :PuOr) | ||
save("plots/test5/laty-ICE6G-global$(tlaty[k]).png", fig) | ||
end | ||
itp = linear_interpolation((Lon[:, 1], Lat[1, :], tlaty), ulaty, | ||
extrapolation_bc = Flat()) | ||
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return tlaty, ulaty, Lon, Lat, itp | ||
end |
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using FastIsostasy | ||
using JLD2, NCDatasets, CairoMakie, Interpolations, DelimitedFiles | ||
include("laty.jl") | ||
include("compute5C.jl") | ||
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# @load "../data/test5/ICE6G/homogeneous-N=200.jld2" t fip Hitp Hice_vec deltaH | ||
@load "../data/test5/ICE6G/homogeneous-interactivesl=true-N=128.jld2" t fip Hitp Hice_vec deltaH | ||
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Hlim = (1e-8, 4e3) | ||
kobs = Observable(1) | ||
fig = Figure(resolution = (1600, 1000), fontsize = 30) | ||
axs = [Axis(fig[1, j], title = @lift("t = $(t[$kobs]) ka"), | ||
aspect = DataAspect()) for j in 1:2] | ||
[hidedecorations!(ax) for ax in axs] | ||
hm1 = heatmap!(axs[1], @lift(Hice_vec[$kobs]), colorrange = Hlim, lowclip = :transparent, | ||
colormap = :ice) | ||
hm2 = heatmap!(axs[2], @lift(fip.out.u[$kobs]), colormap = :vik, colorrange = (-800, 800)) | ||
Colorbar(fig[2, 1], hm1, vertical = false, flipaxis = false, width = Relative(0.8)) | ||
Colorbar(fig[2, 2], hm2, vertical = false, flipaxis = false, width = Relative(0.8)) | ||
record(fig, "plots/test5/ICE6G-cycle-displacement.mp4", eachindex(t), framerate = 10) do k | ||
kobs[] = k | ||
end | ||
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dHlims = (-2600, 2600) | ||
ulims = (-500, 500) | ||
kobs = Observable(1) | ||
fig = Figure(resolution = (1600, 1000), fontsize = 30) | ||
vars = [deltaH, fip.out.u .+ fip.out.ue] | ||
axs = [Axis3(fig[1, j], title = @lift("t = $(t[$kobs]) ka,"* | ||
" range = $(round.(extrema(vars[j][$kobs])))")) for j in 1:2] | ||
# [hidedecorations!(ax) for ax in axs] | ||
sf1 = surface!(axs[1], @lift(deltaH[$kobs]), colorrange = dHlims, colormap = :vik) | ||
sf2 = surface!(axs[2], @lift(fip.out.u[$kobs] + fip.out.ue[$kobs]), colormap = :PuOr, | ||
colorrange = ulims) | ||
zlims!(axs[1], dHlims) | ||
zlims!(axs[2], ulims) | ||
Colorbar(fig[2, 1], sf1, vertical = false, flipaxis = false, width = Relative(0.8)) | ||
Colorbar(fig[2, 2], sf2, vertical = false, flipaxis = false, width = Relative(0.8)) | ||
record(fig, "plots/test5/ICE6G-cycle-surface.mp4", eachindex(t), framerate = 10) do k | ||
kobs[] = k | ||
end | ||
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tlaty, ulaty, Lon, Lat, itp = load_laty_ICE6G() | ||
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mean_error = fill(Inf, length(tlaty)) | ||
max_error = fill(Inf, length(tlaty)) | ||
for k in eachindex(tlaty) | ||
k_fastiso = argmin( (t .- tlaty[k]/1e3) .^ 2 ) | ||
ulatyitp = itp.(fip.Omega.Lon, fip.Omega.Lat, tlaty[k]) | ||
ufastiso = fip.out.u[k_fastiso] + fip.out.ue[k_fastiso] | ||
mean_error[k] = mean( abs.(ulatyitp - ufastiso) ) | ||
max_error[k] = maximum( abs.(ulatyitp - ufastiso) ) | ||
tmpfig = Figure(resolution = (1800, 700), fontsize = 30) | ||
axs = [Axis(tmpfig[1, j]) for j in 1:3] | ||
[hidedecorations!(ax) for ax in axs] | ||
hm1 = heatmap!(axs[1], ulatyitp, colorrange = (-500, 500), colormap = :PuOr) | ||
hm2 = heatmap!(axs[2], ufastiso, colorrange = (-500, 500), colormap = :PuOr) | ||
hm3 = heatmap!(axs[3], ulatyitp - ufastiso, colorrange = (-100, 100), | ||
colormap = :lighttemperaturemap) | ||
Colorbar(tmpfig[2, 1:2], hm1, label = "vertical displacement (m)", vertical = false, | ||
width = Relative(0.4)) | ||
Colorbar(tmpfig[2, 3], hm3, label = L"$u_\mathrm{sk} - u_\mathrm{fi} $ (m)", | ||
vertical = false, width = Relative(0.8)) | ||
save("plots/test5/laty-ICE6G-local$(tlaty[k]).png", tmpfig) | ||
end | ||
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fig = Figure() | ||
ax = Axis(fig[1, 1], xlabel = "time (kyr)", ylabel = "absolute difference (m)") | ||
lines!(ax, tlaty, mean_error, label = "mean") | ||
lines!(ax, tlaty, max_error, label = "max") | ||
axislegend(ax) | ||
save("plots/test5/ICE6G-difftimeseries.png", fig) | ||
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barplot(eachindex(tlaty), max_error) | ||
barplot(eachindex(tlaty), mean_error) |
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