add scripts

slimgroup · Sep 17, 2023 · 813ce9b · 813ce9b
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diff --git a/Manifest.tooml b/Manifest.tooml
diff --git a/Project.toml b/Project.toml
@@ -0,0 +1,30 @@
+name = "FNO-NF"
+authors = ["Ziyi Yin"]
+
+[deps]
+AbstractFFTs = "621f4979-c628-5d54-868e-fcf4e3e8185c"
+ArgParse = "c7e460c6-2fb9-53a9-8c5b-16f535851c63"
+CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
+DrWatson = "634d3b9d-ee7a-5ddf-bec9-22491ea816e1"
+FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
+FNO4CO2 = "4f87af30-b322-4a0d-8c7c-fe8b2256665a"
+Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
+InvertibleNetworks = "b7115f24-5f92-4794-81e8-23b0ddb121d3"
+JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
+JOLI = "bb331ad6-a1cf-11e9-23da-9bcb53c69f6f"
+JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
+JUDI = "f3b833dc-6b2e-5b9c-b940-873ed6319979"
+Jutul = "2b460a1a-8a2b-45b2-b125-b5c536396eb9"
+JutulDarcy = "82210473-ab04-4dce-b31b-11573c4f8e0a"
+JutulDarcyRules = "41f0c4f5-9bdd-4ef1-8c3a-d454dff2d562"
+LineSearches = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
+ProgressMeter = "92933f4c-e287-5a05-a399-4b506db050ca"
+PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee"
+Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
+ThreadPinning = "811555cd-349b-4f26-b7bc-1f208b848042"
+
+[compat]
+DrWatson = "2.12.1"
+julia = "1.8.5"
diff --git a/README.md b/README.md
@@ -31,6 +31,19 @@ julia -e 'Pkg.add("DrWatson.jl")'
 julia --project -e 'using Pkg; Pkg.instantiate()'
 ```
 
+## Scripts
+
+There are 12 scripts for permeability inversion with different setups and different types of measurements, listed below.
+
+| Inversion method \ Measurement type | Well measurement | Time-lapse seismic | Both |
+|---------------------|----------|----------|--------|
+| Unconstrained inversion with PDE solvers | [well-jutul.jl](scripts/well-jutul.jl) | [seismic-jutul.jl](scripts/seismic-jutul.jl) | [combine-jutul.jl](scripts/combine-jutul.jl) |
+| Unconstrained inversion with FNO surrogates | [well-fno.jl](scripts/well-fno.jl) | [seismic-fno.jl](scripts/seismic-fno.jl) | [combine-fno.jl](scripts/combine-fno.jl) |
+| Constrained inversion with PDE solvers | [well-jutul-nf.jl](scripts/well-jutul-nf.jl) | [seismic-jutul-nf.jl](scripts/seismic-jutul-nf.jl) | [combine-jutul-nf.jl](scripts/combine-jutul-nf.jl) |
+| Constrained inversion with FNO surrogates | [well-fno-nf.jl](scripts/well-fno-nf.jl) | [seismic-fno-nf.jl](scripts/seismic-fno-nf.jl) | [combine-fno-nf.jl](scripts/combine-fno-nf.jl) |
+
+Also, the script [projection-study.jl](scripts/projection-study.jl) demonstrates a case study of the relationship between projection in the latent space (expansion or shrinkage) and the accuracy of pre-trained FNO for both in-distribution and out-of-distribution permeability samples.
+
 ## LICENSE
 
 The software used in this repository can be modified and redistributed according to [MIT license](LICENSE).

diff --git a/data/examples/K.jld2 b/data/examples/K.jld2
diff --git a/data/trained-net/trained-FNO.jld2 b/data/trained-net/trained-FNO.jld2
diff --git a/data/trained-net/trained-NF.jld2 b/data/trained-net/trained-NF.jld2