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Elijah Andrews
Cavitation-Analysis
Commits
1f709353
Commit
1f709353
authored
Oct 22, 2020
by
Elijah Andrews
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Added standoff vs displacement plotting for initial porous plates data.
parent
1f9b566a
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experimental/plotting/standoff_vs_displacement_plates.py
experimental/plotting/standoff_vs_displacement_plates.py
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experimental/plotting/standoff_vs_displacement_plates.py
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1f709353
import
os
import
sys
import
importlib
import
experimental.util.analysis_utils
as
au
from
common.util.plotting_utils
import
initialize_plt
import
numpy
as
np
import
matplotlib.pyplot
as
plt
dirs
=
[]
root_dir
=
"../../../../../Porous Materials/Data/"
for
root
,
_
,
files
in
os
.
walk
(
root_dir
):
if
"params.py"
in
files
:
dirs
.
append
(
root
+
"/"
)
print
(
f
"Found
{
len
(
dirs
)
}
data sets"
)
radii
=
[]
displacements
=
[]
avg_vels
=
[]
ps
=
[]
qs
=
[]
theta_js
=
[]
sup_disps
=
[]
times
=
[]
idxs
=
[]
initialize_plt
(
font_size
=
14
,
line_scale
=
2
)
plt
.
figure
()
for
i
,
dir_path
in
enumerate
(
dirs
):
sys
.
path
.
append
(
dir_path
)
import
params
importlib
.
reload
(
params
)
sys
.
path
.
remove
(
dir_path
)
y_offset
=
params
.
upper_surface_y
readings
=
au
.
load_readings
(
dir_path
+
"readings_dump.csv"
)
zetas
=
[]
norm_disps
=
[]
standoffs
=
[]
for
j
,
reading
in
enumerate
(
readings
):
pos
=
reading
.
get_bubble_pos_mm
(
params
.
mm_per_px
)
# p = pos[0]
q
=
pos
[
1
]
-
y_offset
if
q
>=
0
:
# ps.append(p)
# qs.append(q)
radius
=
np
.
sqrt
(
reading
.
max_bubble_area
/
np
.
pi
)
*
params
.
mm_per_px
radii
.
append
(
radius
)
displacement
=
np
.
linalg
.
norm
(
reading
.
disp_vect
)
*
params
.
mm_per_px
displacements
.
append
(
displacement
)
# avg_vels.append((displacement / 1000) * 1e5 / reading.inter_max_frames) # m/s
# theta_js.append(reading.get_jet_angle())
standoff
=
q
/
radius
if
standoff
**
(
-
2
)
<
0.012
:
print
(
reading
.
idx
,
reading
.
repeat_number
)
standoffs
.
append
(
standoff
**
(
-
2
))
norm_disps
.
append
(
displacement
/
radius
)
# sup_disps.append(np.linalg.norm(reading.sup_disp_vect) * params.mm_per_px)
# times.append(reading.inter_max_frames)
# idxs.append(j)
plt
.
scatter
(
standoffs
,
norm_disps
,
label
=
dir_path
.
split
(
"/"
)[
-
2
])
# filt_zetas, filt_disps, filt_radii = \
# zip(*[(z, d, r) for z, d, r, p in zip(zetas, displacements, radii, ps) if np.abs(p) > 4])
# fit_params = np.polyfit(np.log(filt_zetas), np.log(np.divide(filt_disps, filt_radii)), 1)
# fit_zetas = np.linspace(min(filt_zetas), max(filt_zetas), 100)
# fit_disps = np.exp(fit_params[1]) * np.power(fit_zetas, fit_params[0])
# fit_label = "$%.3f \\zeta^{%.3f}$ (fitted)" % (np.exp(fit_params[1]), fit_params[0])
# print(len(filt_zetas))
# plt.plot(fit_zetas, fit_disps, label=fit_label, color="C1")
plt
.
xlabel
(
"$
\\
gamma^{-2}$"
)
plt
.
ylabel
(
"$\Delta / R$ = displacement / radius"
)
plt
.
xscale
(
'log'
)
plt
.
yscale
(
'log'
)
plt
.
legend
(
frameon
=
False
)
plt
.
tight_layout
()
plt
.
show
()
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