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a873591e
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a873591e
authored
1 year ago
by
Florian Zill
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[propertylib] updated docs example
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Stress Analysis and Refactoring
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docs/examples/howto_propertylib/plot_propertylib.py
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a873591e
"""
Features of propertylib
================
=====================
Property Presets
================
.. sectionauthor:: Florian Zill (Helmholtz Centre for Environmental Research GmbH - UFZ)
``propertylib`` provides a common interface for other modules to structure
reading, conversion and output of mesh data.
:py:mod:`ogstools.propertylib` provides classes (Scalar, Vector, Matrix) which
encapsulate unit handling and data transformation for simplified processing of
mesh data. There are several predefined properties stored under the module
:py:mod:`ogstools.propertylib.presets`.
"""
# %%
import
matplotlib.pyplot
as
plt
import
numpy
as
np
# sphinx_gallery_start_ignore
import
pandas
as
pd
from
ogstools.meshplotlib
import
examples
,
plot
from
ogstools.propertylib
import
presets
data
=
[
"
preset,data_name,data_unit,output_unit,output_name,type
"
.
split
(
"
,
"
)]
for
preset_name
in
dir
(
presets
):
if
isinstance
(
preset
:
=
presets
.
__dict__
[
preset_name
],
presets
.
Property
):
data
+=
[
[
preset_name
,
preset
.
data_name
,
preset
.
data_unit
,
preset
.
output_unit
,
preset
.
output_name
,
preset
.
type_name
,
]
]
pd
.
DataFrame
(
data
[
1
:],
columns
=
data
[
0
]).
sort_values
(
[
"
data_name
"
,
"
preset
"
]
).
set_index
(
"
preset
"
)
# sphinx_gallery_end_ignore
# %% [markdown]
# Calling a property converts the argument from data_unit to output_unit and
# applies a function if specified. In this case we convert from K to °C:
# %%
# There are some predefined default properties:
presets
.
temperature
(
273.15
)
tab
=
pd
.
DataFrame
(
presets
.
all_properties
).
set_index
(
"
output_name
"
)
tab
[
"
type
"
]
=
[
p
.
type_name
for
p
in
presets
.
all_properties
]
tab
.
drop
([
"
func
"
,
"
bilinear_cmap
"
],
axis
=
1
).
sort_values
([
"
mask
"
,
"
data_name
"
])
# %% [markdown]
# You can also create your own properties:
# %%
# You can access properties either form the entire collection or from a subset
# which only contains properties available to a specific OGS process.
# Calling a property converts the argument from data_unit to output_unit and
# applies a function if specified.
print
(
presets
.
temperature
(
273.15
))
# access from the entire collection
print
(
presets
.
strain
(
0.01
))
# access from Mechanics collection
custom_temperature
=
presets
.
Scalar
(
data_name
=
"
temperature
"
,
data_unit
=
"
K
"
,
output_unit
=
"
°F
"
)
custom_temperature
(
273.15
)
# %% [markdown]
# Or modify existing ones:
presets
.
temperature
.
replace
(
output_unit
=
"
°F
"
)(
273.15
)
# %% [markdown]
# Components of Vector properties and Matrix properties can be accessed with
# bracket indexing. :py:mod:`ogstools.propertylib.Vector` properties should be
# of length 2 or 3 corresponding to the dimension.
# :py:mod:`ogstools.propertylib.Matrix` properties likewise should be of length
# 4 [xx, yy, zz, xy] or 6 [xx, yy, zz, xy, yz, xz].
# %%
# VectorProperties and MatrixProperties contain other Properties which represent
# the result of an applied function on itself. Components can be accessed with
# brackets. VectorProperties should be of length 2 or 3 corresponding to the
# dimension. MatrixProperties likewise should be of length 4 [xx, yy, zz, xy]
# or 6 [xx, yy, zz, xy, yz, xz].
presets
.
displacement
[
1
]([
0.01
,
0.02
,
0.03
])
# %%
# Element 1 (counting from 0) of a 3D displacement vector:
presets
.
strain
[
"
xx
"
]([
0.01
,
0.02
,
0.03
,
0.04
,
0.05
,
0.06
])
print
(
presets
.
displacement
[
1
]([
0.01
,
0.02
,
0.03
]))
# %% [markdown]
# Magnitude of a 2D displacement vector:
# %%
# Magnitude of a 2D displacement vector from:
presets
.
displacement
.
magnitude
([
0.03
,
0.04
])
print
(
presets
.
displacement
.
magnitude
([
0.03
,
0.04
]))
# %% [markdown]
# The main benefit of having specified how these properties should be
# transformed is when making use of these in post processing. When plotting
# with :py:mod:`ogstools.meshplotlib` we can use these presets to simplify the
# task of processing the data (e.g. calculate the von Mises stress):
# %%
# Magnitude and trace of a 3D strain matrix:
eps
=
np
.
array
([
1
,
3
,
9
,
1
,
2
,
2
])
*
1e-2
print
(
presets
.
strain
.
magnitude
(
eps
))
print
(
presets
.
strain
.
trace
(
eps
))
fig
=
plot
(
examples
.
mesh_mechanics
,
presets
.
stress
.
von_Mises
)
# %%
# You can change the attributes of the defaults.
# For example for temperature from the Thermal Collection from the default
# output_unit °C to °F:
temp
=
np
.
linspace
(
273.15
,
373.15
,
10
)
fig
,
axs
=
plt
.
subplots
(
2
)
axs
[
0
].
plot
(
presets
.
temperature
(
temp
),
color
=
"
r
"
)
temperature_F
=
presets
.
temperature
.
replace
(
output_unit
=
"
°F
"
)
axs
[
1
].
plot
(
temperature_F
(
temp
),
color
=
"
b
"
)
fig
.
show
()
# %% [markdown]
# Have a look at
# :ref:`sphx_glr_auto_examples_howto_meshplotlib` for more examples.
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