Skip to content
GitLab
Explore
Sign in
Primary navigation
Search or go to…
Project
S
SEOBNRE
Manage
Activity
Members
Labels
Plan
Issues
Issue boards
Milestones
Wiki
Code
Merge requests
Repository
Branches
Commits
Tags
Repository graph
Compare revisions
Snippets
Build
Pipelines
Jobs
Pipeline schedules
Artifacts
Deploy
Releases
Model registry
Operate
Environments
Monitor
Incidents
Analyze
Value stream analytics
Contributor analytics
CI/CD analytics
Repository analytics
Model experiments
Help
Help
Support
GitLab documentation
Compare GitLab plans
Community forum
Contribute to GitLab
Provide feedback
Keyboard shortcuts
?
Snippets
Groups
Projects
Show more breadcrumbs
Yifan Wang
SEOBNRE
Commits
3ad6b2bf
Commit
3ad6b2bf
authored
4 years ago
by
Yifan Wang
Browse files
Options
Downloads
Patches
Plain Diff
add an example of waveform
parent
443d1fc2
No related branches found
No related tags found
No related merge requests found
Changes
1
Show whitespace changes
Inline
Side-by-side
Showing
1 changed file
waveform.ipynb
+149
-0
149 additions, 0 deletions
waveform.ipynb
with
149 additions
and
0 deletions
waveform.ipynb
0 → 100644
+
149
−
0
View file @
3ad6b2bf
{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"fig_width_pt = 3*246.0 # Get this from LaTeX using \\showthe\\columnwidth\n",
"inches_per_pt = 1.0/72.27 # Convert pt to inch\n",
"golden_mean = (np.sqrt(5)-1.0)/2.0 # Aesthetic ratio\n",
"fig_width = fig_width_pt*inches_per_pt # width in inches\n",
"fig_height = fig_width*golden_mean # height in inches\n",
"fig_size = [fig_width,fig_height]\n",
"\n",
"params = { 'axes.labelsize': 24,\n",
" 'font.family': 'serif',\n",
" 'font.serif': 'Computer Modern Raman',\n",
" 'font.size': 24,\n",
" 'legend.fontsize': 20,\n",
" 'xtick.labelsize': 24,\n",
" 'ytick.labelsize': 24,\n",
" 'axes.grid' : True,\n",
" 'text.usetex': True,\n",
" 'savefig.dpi' : 100,\n",
" 'lines.markersize' : 14,\n",
" 'figure.figsize': fig_size}\n",
"\n",
"mpl.rcParams.update(params)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"f_0 = 2.000000e+01Hz (1.970196e-03[1/M])\n",
"Generation took 15 seconds\n"
]
}
],
"source": [
"!./SEOBNRE --m1 10 --m2 10 --f-min 20 --e0 0.1 --distance 400 --verbose --outname sim1.dat"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"f_0 = 2.000000e+01Hz (1.970196e-03[1/M])\n",
"Generation took 5 seconds\n"
]
}
],
"source": [
"!./SEOBNRE --m1 10 --m2 10 --f-min 20 --e0 0 --distance 400 --verbose --outname sim2.dat"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"eccdata = np.loadtxt('./sim1.dat')\n",
"data2 = np.loadtxt('./sim2.dat')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x119a46bd0>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 735.243x454.405 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(eccdata[:,0],eccdata[:,1],label='e=0.1')\n",
"plt.plot(data2[:,0],data2[:,1],label='no ecc')\n",
"plt.xlim(-3,0.1)\n",
"plt.xlabel('Time [s]')\n",
"plt.ylabel('Strain')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
%% Cell type:code id: tags:
```
python
%
matplotlib
inline
import
numpy
as
np
import
matplotlib
as
mpl
import
matplotlib.pyplot
as
plt
fig_width_pt
=
3
*
246.0
# Get this from LaTeX using \showthe\columnwidth
inches_per_pt
=
1.0
/
72.27
# Convert pt to inch
golden_mean
=
(
np
.
sqrt
(
5
)
-
1.0
)
/
2.0
# Aesthetic ratio
fig_width
=
fig_width_pt
*
inches_per_pt
# width in inches
fig_height
=
fig_width
*
golden_mean
# height in inches
fig_size
=
[
fig_width
,
fig_height
]
params
=
{
'
axes.labelsize
'
:
24
,
'
font.family
'
:
'
serif
'
,
'
font.serif
'
:
'
Computer Modern Raman
'
,
'
font.size
'
:
24
,
'
legend.fontsize
'
:
20
,
'
xtick.labelsize
'
:
24
,
'
ytick.labelsize
'
:
24
,
'
axes.grid
'
:
True
,
'
text.usetex
'
:
True
,
'
savefig.dpi
'
:
100
,
'
lines.markersize
'
:
14
,
'
figure.figsize
'
:
fig_size
}
mpl
.
rcParams
.
update
(
params
)
```
%% Cell type:code id: tags:
```
python
!
.
/
SEOBNRE
--
m1
10
--
m2
10
--
f
-
min
20
--
e0
0.1
--
distance
400
--
verbose
--
outname
sim1
.
dat
```
%% Output
f_0 = 2.000000e+01Hz (1.970196e-03[1/M])
Generation took 15 seconds
%% Cell type:code id: tags:
```
python
!
.
/
SEOBNRE
--
m1
10
--
m2
10
--
f
-
min
20
--
e0
0
--
distance
400
--
verbose
--
outname
sim2
.
dat
```
%% Output
f_0 = 2.000000e+01Hz (1.970196e-03[1/M])
Generation took 5 seconds
%% Cell type:code id: tags:
```
python
eccdata
=
np
.
loadtxt
(
'
./sim1.dat
'
)
data2
=
np
.
loadtxt
(
'
./sim2.dat
'
)
```
%% Cell type:code id: tags:
```
python
plt
.
plot
(
eccdata
[:,
0
],
eccdata
[:,
1
],
label
=
'
e=0.1
'
)
plt
.
plot
(
data2
[:,
0
],
data2
[:,
1
],
label
=
'
no ecc
'
)
plt
.
xlim
(
-
3
,
0.1
)
plt
.
xlabel
(
'
Time [s]
'
)
plt
.
ylabel
(
'
Strain
'
)
plt
.
legend
()
```
%% Output
<matplotlib.legend.Legend at 0x119a46bd0>
%% Cell type:code id: tags:
```
python
```
This diff is collapsed.
Click to expand it.
Preview
0%
Loading
Try again
or
attach a new file
.
Cancel
You are about to add
0
people
to the discussion. Proceed with caution.
Finish editing this message first!
Save comment
Cancel
Please
register
or
sign in
to comment