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Add passive tracers documentation
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# Initiate passive tracers and read their information | ||
Passive tracers are useful to track the evolutions of the temperature, pressure and their spatial positions of moving materials during the simulation. Passive tracers can be initiated when you start a new model, and they are the Lagrangian points that move with the materials. The initiation and extraction of information from passive tracers can be easily done using the following methods. | ||
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### Initiate passive tracers in the model | ||
Let's use a simple model of a "falling sphere" as the example. We initiate the passive tracers by turning on the flag: `Passive_Tracer=1` and assign a spatial range to populate tracers in the entire simulation box `PassiveTracer_Box=[-1,1,-1,1,-1,1])`. The default tracer density is 100 x 1 x 100 along x, y, z axes. | ||
```julia | ||
using LaMEM, GeophysicalModelGenerator, Plots | ||
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model = Model(Grid(nel=(16,16,16), x=[-1,1], y=[-1,1], z=[-1,1]), PassiveTracers(Passive_Tracer=1, PassiveTracer_Box=[-1,1,-1,1,-1,1])) | ||
matrix = Phase(ID=0,Name="matrix",eta=1e20,rho=3000) | ||
sphere = Phase(ID=1,Name="sphere",eta=1e23,rho=3200) | ||
add_phase!(model, sphere, matrix) | ||
add_sphere!(model,cen=(0.0,0.0,0.0), radius=(0.5,)) | ||
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run_lamem(model,1) | ||
``` | ||
The model output files should include a file called `output_passive_tracers.pvd` which you can visualize using ParaView. The image below shows the initial state (t=0) of all tracers. Different colors represent different phases of the tracers: Phase 0 is blue, Phase 1 is red. | ||
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![InitialSetupSphere](assets/Passivetracers_pv.png) | ||
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### Read passive tracers information back to Julia | ||
We can check the overall passive tracers information at timestep = 0 using: | ||
```julia | ||
data,time = read_LaMEM_timestep(model, 0, passive_tracers=true) | ||
``` | ||
It returns: | ||
```julia | ||
(CartData | ||
size : (10000,) | ||
x ϵ [ -0.99 : 0.99] | ||
y ϵ [ 0.0 : 0.0] | ||
z ϵ [ -0.99 : 0.99] | ||
fields : (:Phase, :Temperature, :Pressure, :ID) | ||
, [0.0]) | ||
``` | ||
The `data.x`, `data.y`, and `data.z` are structures that contain spatial information of tracers while parameters such like `data.fields.Phase` contain the phase, temperature, pressure and index (ID) of tracers. | ||
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Sometimes we want to select tracers in a smaller region for further investigation. For example, to track the P-T-t evolution of a subducting slab, we can specify a region of interest (e.g., the upper crust portion of the slab) therefore select tracers within that region only. | ||
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In the "falling sphere" example, let's find all the "sphere phase" tracers in the 1st quadrant (x>0, and z>0) of the sphere. | ||
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```julia | ||
ID = findall(data.x.val .> 0 .&& data.z.val .> 0 .&& data.fields.Phase .== 1) | ||
``` | ||
The `ID` parameter records the indices of these tracers. Note we need to do `data.x.val` to get the numerical value of the x-coordinate because `data.x` is a `GeoUnit` structure also containing `unit`, and `isdimensional` information. The dot in front of `>` and `&&` implies that it is applied to every point the array data. | ||
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Once we select the tracers of interest (we now know the ID of these tracers), we can read their information. | ||
```julia | ||
passive_tracers = passivetracer_time(ID,model) | ||
``` | ||
Let's take a look at the `passive_tracers`, and see what information it contains: | ||
```julia | ||
# Retrieve the keys from the passive_tracers | ||
keys_list = keys(passive_tracers) | ||
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# Iterate over each key and print the size of the associated data | ||
for key in keys_list | ||
data_size = size(passive_tracers[key]) | ||
println("Key: $key, Size: $data_size") | ||
end | ||
``` | ||
It returns: | ||
```julia | ||
Key: x, Size: (489, 4) | ||
Key: y, Size: (489, 4) | ||
Key: z, Size: (489, 4) | ||
Key: Phase, Size: (489, 4) | ||
Key: Temperature, Size: (489, 4) | ||
Key: Pressure, Size: (489, 4) | ||
Key: Time_Myrs, Size: (4,) | ||
``` | ||
The `passive_tracers` contains spatial coordinates and P, T, Phase properties and also the associated temporal information for all 4 time steps in matrixes. Now let's plot the position of selected tracer at t=0. | ||
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```julia | ||
using Plots | ||
scatter(passive_tracers.x[:,1], passive_tracers.z[:,1], title="Scatter Plot of Selected Passive Tracers", legend=false, aspect_ratio=:equal) | ||
``` | ||
![InitialSetupSphere](assets/Passivetracers_plot.png) | ||
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We can plot a temporal evolution of P-T of a specific tracer. In the following line, we only select one tracer whose ID==1 among the 489 tracers we selected. | ||
```julia | ||
plot( passive_tracers.Temperature[1,:], passive_tracers.Pressure[1,:]) | ||
``` | ||
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Since the example "falling sphere" code does not contain much dynamics and it only runs for a few timesteps, the resulted P-T path contain little information. | ||
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It is also doable to plot the the average P, T properties of a small group of tracers of our selection. |
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