diff --git a/poetry.lock b/poetry.lock
index 100de2be..42a2af70 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -131,13 +131,13 @@ doc = ["gitpython", "numpydoc", "sphinx"]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -319,66 +319,87 @@ files = [
 
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 [package.dependencies]
-numpy = ">=1.20"
+numpy = ">=1.23"
 
 [package.extras]
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 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.8.0)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
-test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
+test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "corner"
@@ -578,13 +599,13 @@ testing = ["hatch", "pre-commit", "pytest", "tox"]
 
 [[package]]
 name = "executing"
-version = "2.0.1"
+version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
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 [package.extras]
@@ -820,24 +841,24 @@ license = ["ukkonen"]
 
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 name = "idna"
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+version = "3.8"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
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 [[package]]
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 description = "Read metadata from Python packages"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -850,21 +871,25 @@ test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "p
 
 [[package]]
 name = "importlib-resources"
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 [package.dependencies]
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 [package.extras]
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+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -879,13 +904,13 @@ files = [
 
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 [[package]]
@@ -1954,6 +1989,23 @@ files = [
     {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
 ]
 
+[[package]]
+name = "pyaml"
+version = "24.7.0"
+description = "PyYAML-based module to produce a bit more pretty and readable YAML-serialized data"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pyaml-24.7.0-py3-none-any.whl", hash = "sha256:6b06596cb5ac438a3fad1e1bf5775088c4d3afb927e2b03a29305d334835deb2"},
+    {file = "pyaml-24.7.0.tar.gz", hash = "sha256:5d0fdf9e681036fb263a783d0298fc3af580a6e2a6cf1a3314ffc48dc3d91ccb"},
+]
+
+[package.dependencies]
+PyYAML = "*"
+
+[package.extras]
+anchors = ["unidecode"]
+
 [[package]]
 name = "pygments"
 version = "2.18.0"
@@ -1970,13 +2022,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.1.2"
+version = "3.1.4"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
 files = [
-    {file = "pyparsing-3.1.2-py3-none-any.whl", hash = "sha256:f9db75911801ed778fe61bb643079ff86601aca99fcae6345aa67292038fb742"},
-    {file = "pyparsing-3.1.2.tar.gz", hash = "sha256:a1bac0ce561155ecc3ed78ca94d3c9378656ad4c94c1270de543f621420f94ad"},
+    {file = "pyparsing-3.1.4-py3-none-any.whl", hash = "sha256:a6a7ee4235a3f944aa1fa2249307708f893fe5717dc603503c6c7969c070fb7c"},
+    {file = "pyparsing-3.1.4.tar.gz", hash = "sha256:f86ec8d1a83f11977c9a6ea7598e8c27fc5cddfa5b07ea2241edbbde1d7bc032"},
 ]
 
 [package.extras]
@@ -2254,6 +2306,30 @@ install = ["joblib (>=1.2.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)", "threadpoo
 maintenance = ["conda-lock (==2.5.6)"]
 tests = ["black (>=24.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.9)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "polars (>=0.20.23)", "pooch (>=1.6.0)", "pyamg (>=4.0.0)", "pyarrow (>=12.0.0)", "pytest (>=7.1.2)", "pytest-cov (>=2.9.0)", "ruff (>=0.2.1)", "scikit-image (>=0.17.2)"]
 
+[[package]]
+name = "scikit-optimize"
+version = "0.10.2"
+description = "Sequential model-based optimization toolbox."
+optional = false
+python-versions = "*"
+files = [
+    {file = "scikit_optimize-0.10.2-py2.py3-none-any.whl", hash = "sha256:45bc7e879b086133984721f2f6735a86c085073f6c481c2ec665b5c67b44d723"},
+    {file = "scikit_optimize-0.10.2.tar.gz", hash = "sha256:00a3d91bf9015e292b6e7aaefe7e6cb95e8d25ce19adafd2cd88849e1a0b0da0"},
+]
+
+[package.dependencies]
+joblib = ">=0.11"
+numpy = ">=1.20.3"
+packaging = ">=21.3"
+pyaml = ">=16.9"
+scikit-learn = ">=1.0.0"
+scipy = ">=1.1.0"
+
+[package.extras]
+dev = ["flake8", "pandas", "pytest", "pytest-cov", "pytest-xdist"]
+doc = ["memory-profiler", "numpydoc", "pydata-sphinx-theme", "sphinx", "sphinx-gallery (>=0.6)"]
+plots = ["matplotlib (>=2.0.0)"]
+
 [[package]]
 name = "scipy"
 version = "1.13.1"
@@ -2499,13 +2575,13 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "3.0.3"
+version = "3.0.4"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "werkzeug-3.0.3-py3-none-any.whl", hash = "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"},
-    {file = "werkzeug-3.0.3.tar.gz", hash = "sha256:097e5bfda9f0aba8da6b8545146def481d06aa7d3266e7448e2cccf67dd8bd18"},
+    {file = "werkzeug-3.0.4-py3-none-any.whl", hash = "sha256:02c9eb92b7d6c06f31a782811505d2157837cea66aaede3e217c7c27c039476c"},
+    {file = "werkzeug-3.0.4.tar.gz", hash = "sha256:34f2371506b250df4d4f84bfe7b0921e4762525762bbd936614909fe25cd7306"},
 ]
 
 [package.dependencies]
@@ -2540,20 +2616,24 @@ viz = ["matplotlib", "nc-time-axis", "seaborn"]
 
 [[package]]
 name = "zipp"
-version = "3.20.0"
+version = "3.20.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"},
-    {file = "zipp-3.20.0.tar.gz", hash = "sha256:0145e43d89664cfe1a2e533adc75adafed82fe2da404b4bbb6b026c0157bdb31"},
+    {file = "zipp-3.20.1-py3-none-any.whl", hash = "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064"},
+    {file = "zipp-3.20.1.tar.gz", hash = "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9,<3.12"
-content-hash = "c6236daf09bb8157b2f26e7b8a79678a651770c35296c0f033ed6109d7f1c101"
+content-hash = "202641602904bbeaa22c5576e6a96805d1683bfbf5d8a15236a49e09d664210f"
diff --git a/pyproject.toml b/pyproject.toml
index 9577e8f9..8842cfd1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,6 +59,7 @@ hydra-core = "^1.3.2"
 bottleneck = "1.4.0"
 tqdm = "^4.65.0"
 scikit-learn = "^1.3.0"
+scikit-optimize = "^0.10.2"
 pyyaml = "^6.0.1"
 Pint = "^0.23"
 GitPython = "^3.1.41"