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Add Symbolics extension. #187

Merged
merged 6 commits into from
Jun 28, 2023
Merged

Add Symbolics extension. #187

merged 6 commits into from
Jun 28, 2023

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longemen3000
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@longemen3000 longemen3000 commented Jun 28, 2023

This PR add a Symbolics.jl extension to Clapeyron. we make a bunch of AD functions Symbolics-compatible. this allows us to pass Symbolic Variables into any (VT) bulk property and obtain a symbolic expression corresponding the evaluation of an specific eos at (V,T,z)::Symbolic conditions. one simple example:

using Clapeyron, Symbolics
id = BasicIdeal(String[])
@variables V0,T0
Cp0 = Clapeyron.VT_heat_capacity(id,V0,T0) |> simplify #will return 2.5*Clapeyron.R̄ = 20.7861565453831

model = PR(["water"])
Cp1 = Clapeyron.VT_heat_capacity(model ,V0,T0)

Cp1 results in this expression:

-T0*(16.62892523630648(-1.5 / T0 + (-92960.21285969102((1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))^2)*(log1p(-7.917046324049157e-6 / V0) - log1p(4.614392754296021e-5 / V0))) / (69.13028862866763(T0^2)) + (-30.127131579940517(1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))*(log1p(-7.917046324049157e-6 / V0) - log1p(4.614392754296021e-5 / V0))) / (16.62892523630648T0*sqrt(0.0015452845641524887T0))) + (-((8.31446261815324(-1 / V0 + -1.911344060945553e-5 / ((V0^2)*(1 + -1.911344060945553e-5 / V0)) + (11180.543725908146(4.614392754296021e-5 / ((V0^2)*(1 + 4.614392754296021e-5 / V0)) + (-(-7.917046324049157e-6 / (V0^2))) / (1 + -7.917046324049157e-6 / V0))*((1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))^2)) / (8.31446261815324T0)) + 8.31446261815324T0*((-30.127131579940517(1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))*(4.614392754296021e-5 / ((V0^2)*(1 + 4.614392754296021e-5 / V0)) + (-(-7.917046324049157e-6 / (V0^2))) / (1 + -7.917046324049157e-6 / V0))) / (16.62892523630648T0*sqrt(0.0015452845641524887T0)) + (-92960.21285969102(4.614392754296021e-5 / ((V0^2)*(1 + 4.614392754296021e-5 / V0)) + (-(-7.917046324049157e-6 / (V0^2))) / (1 + -7.917046324049157e-6 / V0))*((1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))^2)) / (69.13028862866763(T0^2))))^2)) / (8.31446261815324T0*(1 / (V0^2) + (11180.543725908146((-7.917046324049157e-6 / (V0^2))*((-(-7.917046324049157e-6 / (V0^2))) / ((1 + -7.917046324049157e-6 / V0)^2)) + (2V0*(-7.917046324049157e-6 / (V0^4))) / (1 + -7.917046324049157e-6 / V0) - (4.614392754296021e-5 / ((V0^4)*((1 + 4.614392754296021e-5 / V0)^2)))*(2V0*(1 + 4.614392754296021e-5 / V0) - (V0^2)*(4.614392754296021e-5 / (V0^2))))*((1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))^2)) / (8.31446261815324T0) - (-1.911344060945553e-5 / ((V0^4)*((1 + -1.911344060945553e-5 / V0)^2)))*(2V0*(1 + -1.911344060945553e-5 / V0) - (V0^2)*(-1.911344060945553e-5 / (V0^2))))) + 8.31446261815324T0*(1.5 / (T0^2) + (0.04059033618963488(log1p(-7.917046324049157e-6 / V0) - log1p(4.614392754296021e-5 / V0))) / (33.25785047261296T0*(sqrt(0.0015452845641524887T0)^2)) 
+ (250.4909093135994(1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))*(log1p(-7.917046324049157e-6 / V0) - log1p(4.614392754296021e-5 / V0))) / 
(138.26057725733526(T0^2)*sqrt(0.0015452845641524887T0)) - ((0.025696421486110177T0) / (2sqrt(0.0015452845641524887T0)) + 16.62892523630648sqrt(0.0015452845641524887T0))*((-30.127131579940517(1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))*(log1p(-7.917046324049157e-6 / V0) - log1p(4.614392754296021e-5 / V0))) / (276.5211545146705(T0^2)*(sqrt(0.0015452845641524887T0)^2))) - 138.26057725733526T0*((-92960.21285969102((1 + 0.8718793619199999(1 - sqrt(0.0015452845641524887T0)))^2)*(log1p(-7.917046324049157e-6 / V0) - log1p(4.614392754296021e-5 / V0))) / (4778.996805882893(T0^4)))))

This is, of course, the result of combinatorial explosion, a phenomena that affects calculation of Symbolic derivatives, but it is still the exact expression for the calculation of Cp(V,T) using Peng-Robinson.

Some things are not supported. notably:

  • Julia versions before 1.9 (this PR uses pkg extensions to avoid adding Symbolics as an inconditional dependency)
  • the association solver (with multiple association sites, because we solve single association pairs analitically, those are supported)
  • any comparison that depends on (V,T,z) (checks like V < V0, for example, are broken. but we do few of those
  • volume calculations
  • single and multicomponent phase equilibria.

For work on Symbolic EoS, i suppose that instead of solving single and multicomponent phase equilibria in the library, the system handling the generated expressions is the one in charge of solving the equilibrium conditions. This PR is a step on addressing #186.

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codecov bot commented Jun 28, 2023

Codecov Report

Merging #187 (7485dae) into master (86b8464) will decrease coverage by 0.45%.
The diff coverage is 9.63%.

❗ Current head 7485dae differs from pull request most recent head 2953bf0. Consider uploading reports for the commit 2953bf0 to get more accurate results

@@            Coverage Diff             @@
##           master     #187      +/-   ##
==========================================
- Coverage   85.70%   85.25%   -0.45%     
==========================================
  Files         222      223       +1     
  Lines       15110    15154      +44     
==========================================
- Hits        12950    12920      -30     
- Misses       2160     2234      +74     
Impacted Files Coverage Δ
ext/ClapeyronSymbolicsExt.jl 0.00% <0.00%> (ø)
src/Clapeyron.jl 100.00% <ø> (ø)
src/models/ideal/ideal.jl 45.83% <ø> (-2.17%) ⬇️
src/modules/solvers/Solvers.jl 10.52% <ø> (ø)
src/methods/VT.jl 86.17% <100.00%> (ø)
src/methods/differentials.jl 100.00% <100.00%> (ø)
src/models/Activity/equations.jl 80.00% <100.00%> (ø)
src/modules/solvers/ad.jl 76.82% <100.00%> (+1.18%) ⬆️

... and 13 files with indirect coverage changes

@longemen3000 longemen3000 self-assigned this Jun 28, 2023
@longemen3000 longemen3000 merged commit b0731f4 into master Jun 28, 2023
20 checks passed
@longemen3000 longemen3000 deleted the symbolics-ext branch September 26, 2023 17:06
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