diff --git a/.buildkite/clima_server_test/pipeline.yml b/.buildkite/clima_server_test/pipeline.yml
index 90c24eb1..fe3e354e 100644
--- a/.buildkite/clima_server_test/pipeline.yml
+++ b/.buildkite/clima_server_test/pipeline.yml
@@ -1,6 +1,6 @@
 agents:
   queue: clima
-  modules: julia/1.10.0 cuda/julia-pref openmpi/4.1.5-mpitrampoline nsight-systems/2024.2.1
+  modules: julia/1.11.0 cuda/julia-pref openmpi/4.1.5-mpitrampoline nsight-systems/2024.6.1
 
 env:
   JULIA_MPI_HAS_CUDA: "true"
diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml
index 085008e6..7ce49fcc 100644
--- a/.buildkite/pipeline.yml
+++ b/.buildkite/pipeline.yml
@@ -1,6 +1,6 @@
 agents:
   queue: new-central
-  modules: climacommon/2024_05_27
+  modules: climacommon/2024_10_09
    
 env:
   OPENBLAS_NUM_THREADS: 1
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 46adaa4c..796f73ee 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -22,15 +22,13 @@ jobs:
       fail-fast: true
       matrix:
         version:
-          - '1.10'
+          - '1.11'
         os:
           - ubuntu-latest
           - macOS-latest
-        arch:
-          - x64
     steps:
       - uses: actions/checkout@v4
-      - uses: actions/cache@v1
+      - uses: actions/cache@v2
         env:
           cache-name: cache-artifacts
         with:
@@ -43,7 +41,6 @@ jobs:
       - uses: julia-actions/setup-julia@v1
         with:
           version: ${{ matrix.version }}
-          arch: ${{ matrix.arch }}
       # CalibrateEmulateSample relies on Python modules
       # We retry this step because the first install is flaky
       - uses: nick-fields/retry@v3
diff --git a/experiments/surface_fluxes_perfect_model/Manifest.toml b/experiments/surface_fluxes_perfect_model/Manifest.toml
index 29b8841c..8dcdb428 100644
--- a/experiments/surface_fluxes_perfect_model/Manifest.toml
+++ b/experiments/surface_fluxes_perfect_model/Manifest.toml
@@ -1,6 +1,6 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.10.4"
+julia_version = "1.11.0"
 manifest_format = "2.0"
 project_hash = "c588c67f67784e1b4e65633bdcbfa5bcaa6ddf91"
 
@@ -36,6 +36,11 @@ weakdeps = ["StaticArrays"]
     [deps.Adapt.extensions]
     AdaptStaticArraysExt = "StaticArrays"
 
+[[deps.AdaptivePredicates]]
+git-tree-sha1 = "7e651ea8d262d2d74ce75fdf47c4d63c07dba7a6"
+uuid = "35492f91-a3bd-45ad-95db-fcad7dcfedb7"
+version = "1.2.0"
+
 [[deps.AliasTables]]
 deps = ["PtrArrays", "Random"]
 git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
@@ -50,7 +55,7 @@ version = "0.4.1"
 
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
-version = "1.1.1"
+version = "1.1.2"
 
 [[deps.Arpack]]
 deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"]
@@ -65,10 +70,10 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.1+1"
 
 [[deps.ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "5c9b74c973181571deb6442d41e5c902e6b9f38e"
+deps = ["Adapt", "LinearAlgebra"]
+git-tree-sha1 = "3640d077b6dafd64ceb8fd5c1ec76f7ca53bcf76"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.12.0"
+version = "7.16.0"
 
     [deps.ArrayInterface.extensions]
     ArrayInterfaceBandedMatricesExt = "BandedMatrices"
@@ -78,6 +83,7 @@ version = "7.12.0"
     ArrayInterfaceChainRulesExt = "ChainRules"
     ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"
     ArrayInterfaceReverseDiffExt = "ReverseDiff"
+    ArrayInterfaceSparseArraysExt = "SparseArrays"
     ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"
     ArrayInterfaceTrackerExt = "Tracker"
 
@@ -89,11 +95,13 @@ version = "7.12.0"
     ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
     GPUArraysCore = "46192b85-c4d5-4398-a991-12ede77f4527"
     ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
     StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
     Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
+version = "1.11.0"
 
 [[deps.Atomix]]
 deps = ["UnsafeAtomics"]
@@ -121,6 +129,7 @@ version = "0.4.7"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
+version = "1.11.0"
 
 [[deps.BenchmarkTools]]
 deps = ["JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"]
@@ -141,6 +150,7 @@ version = "0.5.0"
 
 [[deps.CRC32c]]
 uuid = "8bf52ea8-c179-5cab-976a-9e18b702a9bc"
+version = "1.11.0"
 
 [[deps.CRlibm_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -150,15 +160,15 @@ version = "1.0.1+0"
 
 [[deps.Cairo]]
 deps = ["Cairo_jll", "Colors", "Glib_jll", "Graphics", "Libdl", "Pango_jll"]
-git-tree-sha1 = "d0b3f8b4ad16cb0a2988c6788646a5e6a17b6b1b"
+git-tree-sha1 = "7b6ad8c35f4bc3bca8eb78127c8b99719506a5fb"
 uuid = "159f3aea-2a34-519c-b102-8c37f9878175"
-version = "1.0.5"
+version = "1.1.0"
 
 [[deps.CairoMakie]]
 deps = ["CRC32c", "Cairo", "Cairo_jll", "Colors", "FileIO", "FreeType", "GeometryBasics", "LinearAlgebra", "Makie", "PrecompileTools"]
-git-tree-sha1 = "f84837ccd1411ba059bb0b752dab9c7f1b0b0826"
+git-tree-sha1 = "0852b8edf4da66cc44861b12d7d6c69693fc620f"
 uuid = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
-version = "0.12.4"
+version = "0.12.12"
 
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
@@ -166,17 +176,11 @@ git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
 version = "1.18.0+2"
 
-[[deps.Calculus]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
-uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
-version = "0.5.1"
-
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "71acdbf594aab5bbb2cec89b208c41b4c411e49f"
+git-tree-sha1 = "3e4b134270b372f2ed4d4d0e936aabaefc1802bc"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.24.0"
+version = "1.25.0"
 weakdeps = ["SparseArrays"]
 
     [deps.ChainRulesCore.extensions]
@@ -195,22 +199,22 @@ version = "0.0.4"
     CalibrateEmulateSample = "95e48a1f-0bec-4818-9538-3db4340308e3"
 
 [[deps.ClimaParams]]
-deps = ["DocStringExtensions", "TOML", "Test"]
-git-tree-sha1 = "b9ab261e1e35437b5a2afdd86c734f40b89fc641"
+deps = ["TOML"]
+git-tree-sha1 = "b43ca371c435056129295445122ea87fd843b505"
 uuid = "5c42b081-d73a-476f-9059-fd94b934656c"
-version = "0.10.9"
+version = "0.10.14"
 
 [[deps.CodecBzip2]]
-deps = ["Bzip2_jll", "Libdl", "TranscodingStreams"]
-git-tree-sha1 = "f8889d1770addf59d0a015c49a473fa2bdb9f809"
+deps = ["Bzip2_jll", "TranscodingStreams"]
+git-tree-sha1 = "e7c529cc31bb85b97631b922fa2e6baf246f5905"
 uuid = "523fee87-0ab8-5b00-afb7-3ecf72e48cfd"
-version = "0.8.3"
+version = "0.8.4"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "b8fe8546d52ca154ac556809e10c75e6e7430ac8"
+git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.5"
+version = "0.7.6"
 
 [[deps.ColorBrewer]]
 deps = ["Colors", "JSON", "Test"]
@@ -220,9 +224,9 @@ version = "0.4.0"
 
 [[deps.ColorSchemes]]
 deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
-git-tree-sha1 = "4b270d6465eb21ae89b732182c20dc165f8bf9f2"
+git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.25.0"
+version = "3.26.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -247,16 +251,16 @@ uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
 version = "0.12.11"
 
 [[deps.CommonSubexpressions]]
-deps = ["MacroTools", "Test"]
-git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
+deps = ["MacroTools"]
+git-tree-sha1 = "cda2cfaebb4be89c9084adaca7dd7333369715c5"
 uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
-version = "0.3.0"
+version = "0.3.1"
 
 [[deps.Compat]]
 deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "b1c55339b7c6c350ee89f2c1604299660525b248"
+git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.15.0"
+version = "4.16.0"
 weakdeps = ["Dates", "LinearAlgebra"]
 
     [deps.Compat.extensions]
@@ -268,14 +272,14 @@ uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 version = "1.1.1+0"
 
 [[deps.ConstructionBase]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "260fd2400ed2dab602a7c15cf10c1933c59930a2"
+git-tree-sha1 = "76219f1ed5771adbb096743bff43fb5fdd4c1157"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.5"
-weakdeps = ["IntervalSets", "StaticArrays"]
+version = "1.5.8"
+weakdeps = ["IntervalSets", "LinearAlgebra", "StaticArrays"]
 
     [deps.ConstructionBase.extensions]
     ConstructionBaseIntervalSetsExt = "IntervalSets"
+    ConstructionBaseLinearAlgebraExt = "LinearAlgebra"
     ConstructionBaseStaticArraysExt = "StaticArrays"
 
 [[deps.Contour]]
@@ -285,9 +289,9 @@ version = "0.6.3"
 
 [[deps.Convex]]
 deps = ["AbstractTrees", "BenchmarkTools", "LDLFactorizations", "LinearAlgebra", "MathOptInterface", "OrderedCollections", "SparseArrays", "Test"]
-git-tree-sha1 = "e84e371b9206bdd678fe7a8cf809c7dec949e88f"
+git-tree-sha1 = "dac1878b4996fa56292d2c3bd28f2498b980bb93"
 uuid = "f65535da-76fb-5f13-bab9-19810c17039a"
-version = "0.15.4"
+version = "0.16.3"
 
 [[deps.DataAPI]]
 git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
@@ -308,12 +312,13 @@ version = "1.0.0"
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
+version = "1.11.0"
 
 [[deps.DelaunayTriangulation]]
-deps = ["EnumX", "ExactPredicates", "Random"]
-git-tree-sha1 = "b0cb128d2e100646573e1da8565b02491fddb5ef"
+deps = ["AdaptivePredicates", "EnumX", "ExactPredicates", "PrecompileTools", "Random"]
+git-tree-sha1 = "668bb97ea6df5e654e6288d87d2243591fe68665"
 uuid = "927a84f5-c5f4-47a5-9785-b46e178433df"
-version = "1.0.4"
+version = "1.6.0"
 
 [[deps.DiffResults]]
 deps = ["StaticArraysCore"]
@@ -330,12 +335,13 @@ version = "1.15.1"
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
+version = "1.11.0"
 
 [[deps.Distributions]]
 deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "9c405847cc7ecda2dc921ccf18b47ca150d7317e"
+git-tree-sha1 = "d7477ecdafb813ddee2ae727afa94e9dcb5f3fb0"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.109"
+version = "0.25.112"
 
     [deps.Distributions.extensions]
     DistributionsChainRulesCoreExt = "ChainRulesCore"
@@ -358,12 +364,6 @@ deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
 uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
 version = "1.6.0"
 
-[[deps.DualNumbers]]
-deps = ["Calculus", "NaNMath", "SpecialFunctions"]
-git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
-uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
-version = "0.6.8"
-
 [[deps.EarCut_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
 git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053"
@@ -371,10 +371,10 @@ uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5"
 version = "2.2.4+0"
 
 [[deps.EnsembleKalmanProcesses]]
-deps = ["Convex", "Distributions", "DocStringExtensions", "GaussianRandomFields", "LinearAlgebra", "MathOptInterface", "Optim", "QuadGK", "Random", "RecipesBase", "SCS", "SparseArrays", "Statistics", "StatsBase", "TOML"]
-git-tree-sha1 = "b67e9cc4cd50415c17388696c4ec208b02fceba2"
+deps = ["Convex", "Distributions", "DocStringExtensions", "GaussianRandomFields", "Interpolations", "LinearAlgebra", "MathOptInterface", "Optim", "QuadGK", "Random", "RecipesBase", "SCS", "SparseArrays", "Statistics", "StatsBase", "TOML"]
+git-tree-sha1 = "00bb94ff704d7aeed9c72d4a2a05d6abf6cb7946"
 uuid = "aa8a2aa5-91d8-4396-bcef-d4f2ec43552d"
-version = "1.1.5"
+version = "2.0.1"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
@@ -394,15 +394,15 @@ uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
 version = "2.6.2+0"
 
 [[deps.Extents]]
-git-tree-sha1 = "94997910aca72897524d2237c41eb852153b0f65"
+git-tree-sha1 = "81023caa0021a41712685887db1fc03db26f41f5"
 uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.FFMPEG_jll]]
 deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
-git-tree-sha1 = "ab3f7e1819dba9434a3a5126510c8fda3a4e7000"
+git-tree-sha1 = "8cc47f299902e13f90405ddb5bf87e5d474c0d38"
 uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
-version = "6.1.1+0"
+version = "6.1.2+0"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
@@ -412,9 +412,9 @@ version = "1.8.0"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
+git-tree-sha1 = "4d81ed14783ec49ce9f2e168208a12ce1815aa25"
 uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
-version = "3.3.10+0"
+version = "3.3.10+1"
 
 [[deps.FastGaussQuadrature]]
 deps = ["LinearAlgebra", "SpecialFunctions", "StaticArrays"]
@@ -435,19 +435,25 @@ uuid = "8fc22ac5-c921-52a6-82fd-178b2807b824"
 version = "0.8.3"
 
 [[deps.FilePathsBase]]
-deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"]
-git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa"
+deps = ["Compat", "Dates"]
+git-tree-sha1 = "7878ff7172a8e6beedd1dea14bd27c3c6340d361"
 uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
-version = "0.9.21"
+version = "0.9.22"
+weakdeps = ["Mmap", "Test"]
+
+    [deps.FilePathsBase.extensions]
+    FilePathsBaseMmapExt = "Mmap"
+    FilePathsBaseTestExt = "Test"
 
 [[deps.FileWatching]]
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
+version = "1.11.0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "0653c0a2396a6da5bc4766c43041ef5fd3efbe57"
+git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.11.0"
+version = "1.13.0"
 weakdeps = ["PDMats", "SparseArrays", "Statistics"]
 
     [deps.FillArrays.extensions]
@@ -456,10 +462,10 @@ weakdeps = ["PDMats", "SparseArrays", "Statistics"]
     FillArraysStatisticsExt = "Statistics"
 
 [[deps.FiniteDiff]]
-deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays"]
-git-tree-sha1 = "2de436b72c3422940cbe1367611d137008af7ec3"
+deps = ["ArrayInterface", "LinearAlgebra", "Setfield", "SparseArrays"]
+git-tree-sha1 = "f9219347ebf700e77ca1d48ef84e4a82a6701882"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.23.1"
+version = "2.24.0"
 
     [deps.FiniteDiff.extensions]
     FiniteDiffBandedMatricesExt = "BandedMatrices"
@@ -525,6 +531,7 @@ version = "1.0.14+0"
 [[deps.Future]]
 deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
+version = "1.11.0"
 
 [[deps.GaussianRandomFields]]
 deps = ["Arpack", "FFTW", "FastGaussQuadrature", "LinearAlgebra", "Random", "RecipesBase", "SpecialFunctions", "Statistics", "StatsBase"]
@@ -532,11 +539,16 @@ git-tree-sha1 = "055849d7a602c31eda477a0b0b86c9473a3e4fb9"
 uuid = "e4b2fa32-6e09-5554-b718-106ed5adafe9"
 version = "2.2.4"
 
+[[deps.GeoFormatTypes]]
+git-tree-sha1 = "59107c179a586f0fe667024c5eb7033e81333271"
+uuid = "68eda718-8dee-11e9-39e7-89f7f65f511f"
+version = "0.4.2"
+
 [[deps.GeoInterface]]
-deps = ["Extents"]
-git-tree-sha1 = "9fff8990361d5127b770e3454488360443019bb3"
+deps = ["Extents", "GeoFormatTypes"]
+git-tree-sha1 = "2f6fce56cdb8373637a6614e14a5768a88450de2"
 uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
-version = "1.3.5"
+version = "1.3.7"
 
 [[deps.GeometryBasics]]
 deps = ["EarCut_jll", "Extents", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
@@ -552,9 +564,9 @@ version = "0.21.0+0"
 
 [[deps.Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba"
+git-tree-sha1 = "674ff0db93fffcd11a3573986e550d66cd4fd71f"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.80.2+0"
+version = "2.80.5+0"
 
 [[deps.Graphics]]
 deps = ["Colors", "LinearAlgebra", "NaNMath"]
@@ -580,16 +592,16 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HarfBuzz_jll]]
-deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
-git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll"]
+git-tree-sha1 = "401e4f3f30f43af2c8478fc008da50096ea5240f"
 uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
-version = "2.8.1+1"
+version = "8.3.1+0"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
+deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "7c4195be1649ae622304031ed46a2f4df989f1eb"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.23"
+version = "0.3.24"
 
 [[deps.ImageAxes]]
 deps = ["AxisArrays", "ImageBase", "ImageCore", "Reexport", "SimpleTraits"]
@@ -638,14 +650,15 @@ uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9"
 version = "0.1.5"
 
 [[deps.IntelOpenMP_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "ad37c091f7d7daf900963171600d7c1c5c3ede32"
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl"]
+git-tree-sha1 = "10bd689145d2c3b2a9844005d01087cc1194e79e"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2023.2.0+0"
+version = "2024.2.1+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
 uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
+version = "1.11.0"
 
 [[deps.Interpolations]]
 deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
@@ -659,14 +672,16 @@ weakdeps = ["Unitful"]
 
 [[deps.IntervalArithmetic]]
 deps = ["CRlibm_jll", "MacroTools", "RoundingEmulator"]
-git-tree-sha1 = "433b0bb201cd76cb087b017e49244f10394ebe9c"
+git-tree-sha1 = "8e125d40cae3a9f4276cdfeb4fcdb1828888a4b3"
 uuid = "d1acc4aa-44c8-5952-acd4-ba5d80a2a253"
-version = "0.22.14"
-weakdeps = ["DiffRules", "ForwardDiff", "RecipesBase"]
+version = "0.22.17"
+weakdeps = ["DiffRules", "ForwardDiff", "IntervalSets", "LinearAlgebra", "RecipesBase"]
 
     [deps.IntervalArithmetic.extensions]
     IntervalArithmeticDiffRulesExt = "DiffRules"
     IntervalArithmeticForwardDiffExt = "ForwardDiff"
+    IntervalArithmeticIntervalSetsExt = "IntervalSets"
+    IntervalArithmeticLinearAlgebraExt = "LinearAlgebra"
     IntervalArithmeticRecipesBaseExt = "RecipesBase"
 
 [[deps.IntervalSets]]
@@ -702,16 +717,16 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[deps.JLD2]]
-deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Reexport", "Requires", "TranscodingStreams", "UUIDs", "Unicode"]
-git-tree-sha1 = "84642bc18a79d715b39d3724b03cbdd2e7d48c62"
+deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "PrecompileTools", "Requires", "TranscodingStreams"]
+git-tree-sha1 = "a0746c21bdc986d0dc293efa6b1faee112c37c28"
 uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.49"
+version = "0.4.53"
 
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
+git-tree-sha1 = "f389674c99bfcde17dc57454011aa44d5a260a40"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
@@ -727,21 +742,25 @@ version = "0.1.5"
 
 [[deps.JpegTurbo_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637"
+git-tree-sha1 = "25ee0be4d43d0269027024d75a24c24d6c6e590c"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "3.0.3+0"
+version = "3.0.4+0"
 
 [[deps.KernelAbstractions]]
-deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "d0448cebd5919e06ca5edc7a264631790de810ec"
+deps = ["Adapt", "Atomix", "InteractiveUtils", "MacroTools", "PrecompileTools", "Requires", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "04e52f596d0871fa3890170fa79cb15e481e4cd8"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.22"
+version = "0.9.28"
 
     [deps.KernelAbstractions.extensions]
     EnzymeExt = "EnzymeCore"
+    LinearAlgebraExt = "LinearAlgebra"
+    SparseArraysExt = "SparseArrays"
 
     [deps.KernelAbstractions.weakdeps]
     EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
+    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -763,9 +782,9 @@ version = "0.10.1"
 
 [[deps.LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
-git-tree-sha1 = "020abd49586480c1be84f57da0017b5d3db73f7c"
+git-tree-sha1 = "4ad43cb0a4bb5e5b1506e1d1f48646d7e0c80363"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "8.0.0"
+version = "9.1.2"
 
     [deps.LLVM.extensions]
     BFloat16sExt = "BFloat16s"
@@ -775,21 +794,21 @@ version = "8.0.0"
 
 [[deps.LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "c2636c264861edc6d305e6b4d528f09566d24c5e"
+git-tree-sha1 = "05a8bd5a42309a9ec82f700876903abce1017dd3"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.30+0"
+version = "0.0.34+0"
 
 [[deps.LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713"
+git-tree-sha1 = "78211fb6cbc872f77cad3fc0b6cf647d923f4929"
 uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
-version = "15.0.7+0"
+version = "18.1.7+0"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "70c5da094887fd2cae843b8db33920bac4b6f07d"
+git-tree-sha1 = "854a9c268c43b77b0a27f22d7fab8d33cdb3a731"
 uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
-version = "2.10.2+0"
+version = "2.10.2+1"
 
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
@@ -799,6 +818,7 @@ version = "1.3.1"
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
 uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
+version = "1.11.0"
 
 [[deps.LazyModules]]
 git-tree-sha1 = "a560dd966b386ac9ae60bdd3a3d3a326062d3c3e"
@@ -813,16 +833,17 @@ version = "0.6.4"
 [[deps.LibCURL_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
-version = "8.4.0+0"
+version = "8.6.0+0"
 
 [[deps.LibGit2]]
 deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
+version = "1.11.0"
 
 [[deps.LibGit2_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
 uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
-version = "1.6.4+0"
+version = "1.7.2+0"
 
 [[deps.LibSSH2_jll]]
 deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
@@ -831,6 +852,7 @@ version = "1.11.0+1"
 
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
+version = "1.11.0"
 
 [[deps.Libffi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -870,13 +892,14 @@ version = "2.40.1+0"
 
 [[deps.LineSearches]]
 deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
-git-tree-sha1 = "7bbea35cec17305fc70a0e5b4641477dc0789d9d"
+git-tree-sha1 = "e4c3be53733db1051cc15ecf573b1042b3a712a1"
 uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
-version = "7.2.0"
+version = "7.3.0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+version = "1.11.0"
 
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
@@ -896,12 +919,13 @@ version = "0.3.28"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
+version = "1.11.0"
 
 [[deps.MKL_jll]]
-deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "oneTBB_jll"]
+git-tree-sha1 = "f046ccd0c6db2832a9f639e2c669c6fe867e5f4f"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2024.2.0+0"
 
 [[deps.MacroTools]]
 deps = ["Markdown", "Random"]
@@ -910,16 +934,16 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.13"
 
 [[deps.Makie]]
-deps = ["Animations", "Base64", "CRC32c", "ColorBrewer", "ColorSchemes", "ColorTypes", "Colors", "Contour", "Dates", "DelaunayTriangulation", "Distributions", "DocStringExtensions", "Downloads", "FFMPEG_jll", "FileIO", "FilePaths", "FixedPointNumbers", "Format", "FreeType", "FreeTypeAbstraction", "GeometryBasics", "GridLayoutBase", "ImageIO", "InteractiveUtils", "IntervalSets", "Isoband", "KernelDensity", "LaTeXStrings", "LinearAlgebra", "MacroTools", "MakieCore", "Markdown", "MathTeXEngine", "Observables", "OffsetArrays", "Packing", "PlotUtils", "PolygonOps", "PrecompileTools", "Printf", "REPL", "Random", "RelocatableFolders", "Scratch", "ShaderAbstractions", "Showoff", "SignedDistanceFields", "SparseArrays", "Statistics", "StatsBase", "StatsFuns", "StructArrays", "TriplotBase", "UnicodeFun", "Unitful"]
-git-tree-sha1 = "57a1a2b3d12e04f9e9fb77d61cd12571d5541c5f"
+deps = ["Animations", "Base64", "CRC32c", "ColorBrewer", "ColorSchemes", "ColorTypes", "Colors", "Contour", "Dates", "DelaunayTriangulation", "Distributions", "DocStringExtensions", "Downloads", "FFMPEG_jll", "FileIO", "FilePaths", "FixedPointNumbers", "Format", "FreeType", "FreeTypeAbstraction", "GeometryBasics", "GridLayoutBase", "ImageBase", "ImageIO", "InteractiveUtils", "Interpolations", "IntervalSets", "Isoband", "KernelDensity", "LaTeXStrings", "LinearAlgebra", "MacroTools", "MakieCore", "Markdown", "MathTeXEngine", "Observables", "OffsetArrays", "Packing", "PlotUtils", "PolygonOps", "PrecompileTools", "Printf", "REPL", "Random", "RelocatableFolders", "Scratch", "ShaderAbstractions", "Showoff", "SignedDistanceFields", "SparseArrays", "Statistics", "StatsBase", "StatsFuns", "StructArrays", "TriplotBase", "UnicodeFun", "Unitful"]
+git-tree-sha1 = "e08a87ca672b6f26a6f7237000554d2a093d3495"
 uuid = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
-version = "0.21.4"
+version = "0.21.12"
 
 [[deps.MakieCore]]
 deps = ["ColorTypes", "GeometryBasics", "IntervalSets", "Observables"]
-git-tree-sha1 = "638bc817096742e8302f7b0b972ee5701fe00e97"
+git-tree-sha1 = "22fed09860ca73537a36d4e5a9bce0d9e80ee8a8"
 uuid = "20f20a25-4f0e-4fdf-b5d1-57303727442b"
-version = "0.8.3"
+version = "0.8.8"
 
 [[deps.MappedArrays]]
 git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
@@ -929,23 +953,24 @@ version = "0.4.2"
 [[deps.Markdown]]
 deps = ["Base64"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
+version = "1.11.0"
 
 [[deps.MathOptInterface]]
 deps = ["BenchmarkTools", "CodecBzip2", "CodecZlib", "DataStructures", "ForwardDiff", "JSON", "LinearAlgebra", "MutableArithmetics", "NaNMath", "OrderedCollections", "PrecompileTools", "Printf", "SparseArrays", "SpecialFunctions", "Test", "Unicode"]
-git-tree-sha1 = "91b08d27a27d83cf1e63e50837403e7f53a0fd74"
+git-tree-sha1 = "5b246fca5420ae176d65ed43a2d0ee5897775216"
 uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee"
-version = "1.31.0"
+version = "1.31.2"
 
 [[deps.MathTeXEngine]]
 deps = ["AbstractTrees", "Automa", "DataStructures", "FreeTypeAbstraction", "GeometryBasics", "LaTeXStrings", "REPL", "RelocatableFolders", "UnicodeFun"]
-git-tree-sha1 = "1865d0b8a2d91477c8b16b49152a32764c7b1f5f"
+git-tree-sha1 = "e1641f32ae592e415e3dbae7f4a188b5316d4b62"
 uuid = "0a4f8689-d25c-4efe-a92b-7142dfc1aa53"
-version = "0.6.0"
+version = "0.6.1"
 
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.28.2+1"
+version = "2.28.6+0"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -955,6 +980,7 @@ version = "1.2.0"
 
 [[deps.Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
+version = "1.11.0"
 
 [[deps.MosaicViews]]
 deps = ["MappedArrays", "OffsetArrays", "PaddedViews", "StackViews"]
@@ -964,13 +990,13 @@ version = "0.3.4"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
-version = "2023.1.10"
+version = "2023.12.12"
 
 [[deps.MutableArithmetics]]
 deps = ["LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "898c56fbf8bf71afb0c02146ef26f3a454e88873"
+git-tree-sha1 = "3eba928678787843e504c153a9b8e80d7d73ab17"
 uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0"
-version = "1.4.5"
+version = "1.5.0"
 
 [[deps.NLSolversBase]]
 deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
@@ -1016,14 +1042,14 @@ version = "1.3.5+1"
 
 [[deps.OpenBLAS32_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "6065c4cff8fee6c6770b277af45d5082baacdba1"
+git-tree-sha1 = "dd806c813429ff09878ea3eeb317818f3ca02871"
 uuid = "656ef2d0-ae68-5445-9ca0-591084a874a2"
-version = "0.3.24+0"
+version = "0.3.28+3"
 
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.23+4"
+version = "0.3.27+1"
 
 [[deps.OpenEXR]]
 deps = ["Colors", "FileIO", "OpenEXR_jll"]
@@ -1044,9 +1070,9 @@ version = "0.8.1+2"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "a028ee3cb5641cccc4c24e90c36b0a4f7707bdf5"
+git-tree-sha1 = "7493f61f55a6cce7325f197443aa80d32554ba10"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "3.0.14+0"
+version = "3.0.15+1"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -1065,10 +1091,10 @@ weakdeps = ["MathOptInterface"]
     OptimMOIExt = "MathOptInterface"
 
 [[deps.Opus_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6703a85cb3781bd5909d48730a67205f3f31a575"
 uuid = "91d4177d-7536-5919-b921-800302f37372"
-version = "1.3.2+0"
+version = "1.3.3+0"
 
 [[deps.OrderedCollections]]
 git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
@@ -1106,9 +1132,9 @@ version = "0.5.12"
 
 [[deps.Pango_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "cb5a2ab6763464ae0f19c86c56c63d4a2b0f5bda"
+git-tree-sha1 = "e127b609fb9ecba6f201ba7ab753d5a605d53801"
 uuid = "36c8627f-9965-5494-a995-c6b170f724f3"
-version = "1.52.2+0"
+version = "1.54.1+0"
 
 [[deps.Parameters]]
 deps = ["OrderedCollections", "UnPack"]
@@ -1129,9 +1155,13 @@ uuid = "30392449-352a-5448-841d-b1acce4e97dc"
 version = "0.43.4+0"
 
 [[deps.Pkg]]
-deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
+deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-version = "1.10.0"
+version = "1.11.0"
+weakdeps = ["REPL"]
+
+    [deps.Pkg.extensions]
+    REPLExt = "REPL"
 
 [[deps.PkgVersion]]
 deps = ["Pkg"]
@@ -1171,21 +1201,22 @@ version = "1.4.3"
 [[deps.Printf]]
 deps = ["Unicode"]
 uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
+version = "1.11.0"
 
 [[deps.Profile]]
-deps = ["Printf"]
 uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
+version = "1.11.0"
 
 [[deps.ProgressMeter]]
 deps = ["Distributed", "Printf"]
-git-tree-sha1 = "763a8ceb07833dd51bb9e3bbca372de32c0605ad"
+git-tree-sha1 = "8f6bc219586aef8baf0ff9a5fe16ee9c70cb65e4"
 uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.10.0"
+version = "1.10.2"
 
 [[deps.PtrArrays]]
-git-tree-sha1 = "f011fbb92c4d401059b2212c05c0601b70f8b759"
+git-tree-sha1 = "77a42d78b6a92df47ab37e177b2deac405e1c88f"
 uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
-version = "1.2.0"
+version = "1.2.1"
 
 [[deps.QOI]]
 deps = ["ColorTypes", "FileIO", "FixedPointNumbers"]
@@ -1195,17 +1226,25 @@ version = "1.0.0"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "9b23c31e76e333e6fb4c1595ae6afa74966a729e"
+git-tree-sha1 = "cda3b045cf9ef07a08ad46731f5a3165e56cf3da"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.9.4"
+version = "2.11.1"
+
+    [deps.QuadGK.extensions]
+    QuadGKEnzymeExt = "Enzyme"
+
+    [deps.QuadGK.weakdeps]
+    Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
 
 [[deps.REPL]]
-deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
+deps = ["InteractiveUtils", "Markdown", "Sockets", "StyledStrings", "Unicode"]
 uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
+version = "1.11.0"
 
 [[deps.Random]]
 deps = ["SHA"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+version = "1.11.0"
 
 [[deps.RangeArrays]]
 git-tree-sha1 = "b9039e93773ddcfc828f12aadf7115b4b4d225f5"
@@ -1247,15 +1286,15 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
+git-tree-sha1 = "852bd0f55565a9e973fcfee83a84413270224dc4"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.1"
+version = "0.8.0"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "d483cd324ce5cf5d61b77930f0bbd6cb61927d21"
+git-tree-sha1 = "58cdd8fb2201a6267e1db87ff148dd6c1dbd8ad8"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.4.2+0"
+version = "0.5.1+0"
 
 [[deps.RootSolvers]]
 deps = ["ForwardDiff"]
@@ -1269,28 +1308,24 @@ uuid = "5eaf0fd0-dfba-4ccb-bf02-d820a40db705"
 version = "0.2.1"
 
 [[deps.SCS]]
-deps = ["MathOptInterface", "Requires", "SCS_GPU_jll", "SCS_MKL_jll", "SCS_jll", "SparseArrays"]
-git-tree-sha1 = "ed2d560f71649c3fcaa6f98a8578df70ea634a44"
+deps = ["MathOptInterface", "Requires", "SCS_jll", "SparseArrays"]
+git-tree-sha1 = "0dfe49eaa058ce905a4199af379b8e411e6126e5"
 uuid = "c946c3f1-0d1f-5ce8-9dea-7daa1f7e2d13"
-version = "1.3.1"
+version = "2.0.1"
 
-[[deps.SCS_GPU_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "OpenBLAS32_jll"]
-git-tree-sha1 = "6a61274837cfa050bd996910d347e876bef3a6b3"
-uuid = "af6e375f-46ec-5fa0-b791-491b0dfa44a4"
-version = "3.2.3+1"
+    [deps.SCS.extensions]
+    SCSSCS_GPU_jllExt = ["SCS_GPU_jll"]
+    SCSSCS_MKL_jllExt = ["SCS_MKL_jll"]
 
-[[deps.SCS_MKL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "MKL_jll"]
-git-tree-sha1 = "1ca6e41193c08fb345b58a05a6cfa8e309939313"
-uuid = "3f2553a9-4106-52be-b7dd-865123654657"
-version = "3.2.3+1"
+    [deps.SCS.weakdeps]
+    SCS_GPU_jll = "af6e375f-46ec-5fa0-b791-491b0dfa44a4"
+    SCS_MKL_jll = "3f2553a9-4106-52be-b7dd-865123654657"
 
 [[deps.SCS_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "OpenBLAS32_jll"]
-git-tree-sha1 = "e4902566d6207206c27fe6f45e8c2d28c34889df"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl", "OpenBLAS32_jll"]
+git-tree-sha1 = "668bcf4b25cf992564321ccb70b205f9a7487cfa"
 uuid = "f4f2fc5b-1d94-523c-97ea-2ab488bedf4b"
-version = "3.2.3+0"
+version = "3.2.6+0"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1298,9 +1333,9 @@ version = "0.7.0"
 
 [[deps.SIMD]]
 deps = ["PrecompileTools"]
-git-tree-sha1 = "2803cab51702db743f3fda07dd1745aadfbf43bd"
+git-tree-sha1 = "98ca7c29edd6fc79cd74c61accb7010a4e7aee33"
 uuid = "fdea26ae-647d-5447-a871-4b548cad5224"
-version = "3.5.0"
+version = "3.6.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
@@ -1310,6 +1345,7 @@ version = "1.2.1"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
+version = "1.11.0"
 
 [[deps.Setfield]]
 deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
@@ -1326,6 +1362,7 @@ version = "0.4.1"
 [[deps.SharedArrays]]
 deps = ["Distributed", "Mmap", "Random", "Serialization"]
 uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
+version = "1.11.0"
 
 [[deps.Showoff]]
 deps = ["Dates", "Grisu"]
@@ -1353,6 +1390,7 @@ version = "0.1.3"
 
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
+version = "1.11.0"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
@@ -1363,7 +1401,7 @@ version = "1.2.1"
 [[deps.SparseArrays]]
 deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
-version = "1.10.0"
+version = "1.11.0"
 
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
@@ -1398,9 +1436,14 @@ uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
 version = "1.4.3"
 
 [[deps.Statistics]]
-deps = ["LinearAlgebra", "SparseArrays"]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "ae3bb1eb3bba077cd276bc5cfc337cc65c3075c0"
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
-version = "1.10.0"
+version = "1.11.1"
+weakdeps = ["SparseArrays"]
+
+    [deps.Statistics.extensions]
+    SparseArraysExt = ["SparseArrays"]
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
@@ -1416,9 +1459,9 @@ version = "0.34.3"
 
 [[deps.StatsFuns]]
 deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "cef0472124fab0695b58ca35a77c6fb942fdab8a"
+git-tree-sha1 = "b423576adc27097764a90e163157bcfc9acf0f46"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.3.1"
+version = "1.3.2"
 
     [deps.StatsFuns.extensions]
     StatsFunsChainRulesCoreExt = "ChainRulesCore"
@@ -1452,6 +1495,10 @@ version = "0.6.18"
     SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
     StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 
+[[deps.StyledStrings]]
+uuid = "f489334b-da3d-4c2e-b8f0-e476e12c162b"
+version = "1.11.0"
+
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
@@ -1459,7 +1506,7 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 [[deps.SuiteSparse_jll]]
 deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
 uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
-version = "7.2.1+1"
+version = "7.7.0+0"
 
 [[deps.SurfaceFluxes]]
 deps = ["DocStringExtensions", "RootSolvers", "Thermodynamics"]
@@ -1483,10 +1530,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
 version = "1.0.1"
 
 [[deps.Tables]]
-deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
-git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
+deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"]
+git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.11.1"
+version = "1.12.0"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1502,12 +1549,13 @@ version = "0.1.1"
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
+version = "1.11.0"
 
 [[deps.Thermodynamics]]
 deps = ["DocStringExtensions", "KernelAbstractions", "Random", "RootSolvers"]
-git-tree-sha1 = "deac04ad36638b10fde82470d5f128419f627e9a"
+git-tree-sha1 = "8c2afc6dbb2bdac698a5b05816b7521630dea034"
 uuid = "b60c26fb-14c3-4610-9d3e-2d17fe7ff00c"
-version = "0.12.6"
+version = "0.12.8"
 weakdeps = ["ClimaParams"]
 
     [deps.Thermodynamics.extensions]
@@ -1520,13 +1568,9 @@ uuid = "731e570b-9d59-4bfa-96dc-6df516fadf69"
 version = "0.10.0"
 
 [[deps.TranscodingStreams]]
-git-tree-sha1 = "60df3f8126263c0d6b357b9a1017bb94f53e3582"
+git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.11.0"
-weakdeps = ["Random", "Test"]
-
-    [deps.TranscodingStreams.extensions]
-    TestExt = ["Test", "Random"]
+version = "0.11.2"
 
 [[deps.TriplotBase]]
 git-tree-sha1 = "4d4ed7f294cda19382ff7de4c137d24d16adc89b"
@@ -1536,6 +1580,7 @@ version = "0.1.0"
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
+version = "1.11.0"
 
 [[deps.UnPack]]
 git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
@@ -1544,6 +1589,7 @@ version = "1.0.2"
 
 [[deps.Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
+version = "1.11.0"
 
 [[deps.UnicodeFun]]
 deps = ["REPL"]
@@ -1553,9 +1599,9 @@ version = "0.4.1"
 
 [[deps.Unitful]]
 deps = ["Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "dd260903fdabea27d9b6021689b3cd5401a57748"
+git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.20.0"
+version = "1.21.0"
 
     [deps.Unitful.extensions]
     ConstructionBaseUnitfulExt = "ConstructionBase"
@@ -1572,9 +1618,9 @@ version = "0.2.1"
 
 [[deps.UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "bf2c553f25e954a9b38c9c0593a59bb13113f9e5"
+git-tree-sha1 = "2d17fabcd17e67d7625ce9c531fb9f40b7c42ce4"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.5"
+version = "0.2.1"
 
 [[deps.WoodburyMatrices]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -1584,9 +1630,9 @@ version = "1.0.0"
 
 [[deps.XML2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
-git-tree-sha1 = "d9717ce3518dc68a99e6b96300813760d887a01d"
+git-tree-sha1 = "1165b0443d0eca63ac1e32b8c0eb69ed2f4f8127"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.13.1+0"
+version = "2.13.3+0"
 
 [[deps.XSLT_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "XML2_jll", "Zlib_jll"]
@@ -1644,9 +1690,9 @@ version = "1.5.0+0"
 
 [[deps.YAML]]
 deps = ["Base64", "Dates", "Printf", "StringEncodings"]
-git-tree-sha1 = "80c3218f29cbc47111ac87e7be5e69cc05c6dd36"
+git-tree-sha1 = "dea63ff72079443240fbd013ba006bcbc8a9ac00"
 uuid = "ddb6d928-2868-570f-bddf-ab3f9cf99eb6"
-version = "0.4.11"
+version = "0.4.12"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
@@ -1666,44 +1712,50 @@ uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
 version = "3.9.0+0"
 
 [[deps.libass_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.15.1+0"
+version = "0.15.2+0"
 
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.8.0+1"
+version = "5.11.0+0"
 
 [[deps.libfdk_aac_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "2.0.2+0"
+version = "2.0.3+0"
 
 [[deps.libpng_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "d7015d2e18a5fd9a4f47de711837e980519781a4"
+git-tree-sha1 = "b70c870239dc3d7bc094eb2d6be9b73d27bef280"
 uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
-version = "1.6.43+1"
+version = "1.6.44+0"
 
 [[deps.libsixel_jll]]
 deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "libpng_jll"]
-git-tree-sha1 = "d4f63314c8aa1e48cd22aa0c17ed76cd1ae48c3c"
+git-tree-sha1 = "7dfa0fd9c783d3d0cc43ea1af53d69ba45c447df"
 uuid = "075b6546-f08a-558a-be8f-8157d0f608a5"
-version = "1.10.3+0"
+version = "1.10.3+1"
 
 [[deps.libvorbis_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
-git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
+git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
-version = "1.3.7+1"
+version = "1.3.7+2"
 
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
-version = "1.52.0+1"
+version = "1.59.0+0"
+
+[[deps.oneTBB_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493"
+uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e"
+version = "2021.12.0+0"
 
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -1711,13 +1763,13 @@ uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
 version = "17.4.0+2"
 
 [[deps.x264_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "35976a1216d6c066ea32cba2150c4fa682b276fc"
 uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
-version = "2021.5.5+0"
+version = "10164.0.0+0"
 
 [[deps.x265_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "dcc541bb19ed5b0ede95581fb2e41ecf179527d2"
 uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
-version = "3.5.0+0"
+version = "3.6.0+0"
diff --git a/src/backends.jl b/src/backends.jl
index 5fa20e18..1d01d19b 100644
--- a/src/backends.jl
+++ b/src/backends.jl
@@ -44,12 +44,12 @@ Return a string that loads the correct modules for a given backend when executed
 function module_load_string(::Type{CaltechHPCBackend})
     return """export MODULEPATH="/groups/esm/modules:\$MODULEPATH"
     module purge
-    module load climacommon/2024_05_27"""
+    module load climacommon/2024_10_09"""
 end
 
 function module_load_string(::Type{ClimaGPUBackend})
     return """module purge
-    module load julia/1.10.0 cuda/julia-pref openmpi/4.1.5-mpitrampoline"""
+    module load julia/1.11.0 cuda/julia-pref openmpi/4.1.5-mpitrampoline"""
 end
 
 function module_load_string(::Type{DerechoBackend})
diff --git a/test/ekp_interface.jl b/test/ekp_interface.jl
index 02beb55f..9c95785d 100644
--- a/test/ekp_interface.jl
+++ b/test/ekp_interface.jl
@@ -57,8 +57,8 @@ params = CP.get_parameter_values(td, param_names)
 
 @testset "Initialized parameter values" begin
     # This checks for random seed as well
-    @test params.one == 1.8171573383720587
-    @test params.two == 5.408386812503563
+    @test params.one == 3.416574531266089
+    @test params.two == 4.614950047803855
 end
 
 @testset "Test passing an EKP struct into `initialize`" begin
@@ -80,8 +80,8 @@ end
         joinpath(output_dir, "iteration_000", "member_001", "parameters.toml")
     td = CP.create_toml_dict(FT; override_file)
     params = CP.get_parameter_values(td, param_names)
-    @test params.one == 4.506555276137722
-    @test params.two == 5.408386812503563
+    @test params.one == 2.513110562120818
+    @test params.two == 4.614950047803855
 end
 
 
diff --git a/test/pure_julia_e2e.jl b/test/pure_julia_e2e.jl
index 3c10a19b..e515f66b 100644
--- a/test/pure_julia_e2e.jl
+++ b/test/pure_julia_e2e.jl
@@ -76,8 +76,8 @@ ekp = calibrate(JuliaBackend, experiment_config)
 @testset "Test end-to-end calibration" begin
     parameter_values =
         [EKP.get_ϕ_mean(prior, ekp, it) for it in 1:(n_iterations + 1)]
-    @test parameter_values[1][1] ≈ 9.215 rtol = 0.01
-    @test parameter_values[end][1] ≈ 20.224 rtol = 0.01
+    @test parameter_values[1][1] ≈ 8.507 rtol = 0.01
+    @test parameter_values[end][1] ≈ 11.852 rtol = 0.01
 end
 
 rm(output_dir; recursive = true)
diff --git a/test/slurm_unit_tests.jl b/test/slurm_unit_tests.jl
index c38965cd..ad935ce3 100644
--- a/test/slurm_unit_tests.jl
+++ b/test/slurm_unit_tests.jl
@@ -44,7 +44,7 @@ expected_sbatch_contents = """
 #SBATCH --time=01:30:00
 export MODULEPATH="/groups/esm/modules:\$MODULEPATH"
 module purge
-module load climacommon/2024_05_27
+module load climacommon/2024_10_09
 
 export CLIMACOMMS_DEVICE="CUDA"
 export CLIMACOMMS_CONTEXT="MPI"