mirror of
https://github.com/Findus23/collision-analyisis-and-interpolation.git
synced 2024-09-19 15:13:50 +02:00
81 lines
2.4 KiB
Python
81 lines
2.4 KiB
Python
import matplotlib.pyplot as plt
|
|
import numpy as np
|
|
from matplotlib.collections import QuadMesh
|
|
from matplotlib.widgets import Slider, Button
|
|
|
|
from CustomScaler import CustomScaler
|
|
from interpolators.rbf import RbfInterpolator
|
|
from simulation_list import SimulationList
|
|
|
|
simlist = SimulationList.jsonlines_load()
|
|
|
|
data = simlist.X
|
|
values = simlist.Y
|
|
|
|
scaler = CustomScaler()
|
|
scaler.fit(data)
|
|
scaled_data = scaler.transform_data(data)
|
|
interpolator = RbfInterpolator(scaled_data, values)
|
|
|
|
alpharange = np.linspace(-0.5, 60.5, 100)
|
|
vrange = np.linspace(0.5, 5.5, 100)
|
|
grid_alpha, grid_v = np.meshgrid(alpharange, vrange)
|
|
|
|
fig, ax = plt.subplots()
|
|
plt.subplots_adjust(bottom=0.35)
|
|
t = np.arange(0.0, 1.0, 0.001)
|
|
mcode_default, gamma_default, wt_default, wp_default = [24.0, 1, 15.0, 15.0]
|
|
|
|
datagrid = np.zeros_like(grid_alpha)
|
|
|
|
mesh = plt.pcolormesh(grid_alpha, grid_v, datagrid, cmap="Blues", vmin=0, vmax=1) # type:QuadMesh
|
|
plt.colorbar()
|
|
|
|
axcolor = 'lightgoldenrodyellow'
|
|
ax_mcode = plt.axes([0.25, 0.1, 0.65, 0.03], facecolor=axcolor)
|
|
ax_gamma = plt.axes([0.25, 0.15, 0.65, 0.03], facecolor=axcolor)
|
|
ax_wt = plt.axes([0.25, 0.20, 0.65, 0.03], facecolor=axcolor)
|
|
ax_wp = plt.axes([0.25, 0.25, 0.65, 0.03], facecolor=axcolor)
|
|
buttonax = plt.axes([0.8, 0.025, 0.1, 0.04])
|
|
button = Button(buttonax, 'Update', color=axcolor, hovercolor='0.975')
|
|
# thetext = ax.text(-10, 0, "hello", fontsize=12) #type:Text
|
|
|
|
s_mcode = Slider(ax_mcode, 'mcode', 21, 25, valinit=mcode_default)
|
|
s_gamma = Slider(ax_gamma, 'gamma', 0.1, 1, valinit=gamma_default)
|
|
s_wt = Slider(ax_wt, 'wt', 10, 20, valinit=wt_default)
|
|
s_wp = Slider(ax_wp, 'wp', 10, 20, valinit=wp_default)
|
|
|
|
|
|
def update(val):
|
|
print("start updating")
|
|
# thetext.set_text("updating")
|
|
# fig.canvas.draw()
|
|
|
|
mcode = s_mcode.val
|
|
gamma = s_gamma.val
|
|
wt = s_wt.val
|
|
wp = s_wp.val
|
|
parameters = [grid_alpha, grid_v, 10 ** mcode, gamma, wt/100, wp/100]
|
|
scaled_parameters = list(scaler.transform_parameters(parameters))
|
|
|
|
datagrid = interpolator.interpolate(*scaled_parameters)
|
|
print(datagrid)
|
|
print(np.isnan(datagrid).sum() / (100 * 100))
|
|
if not isinstance(datagrid, np.ndarray):
|
|
return False
|
|
formatedgrid = datagrid[:-1, :-1]
|
|
|
|
mesh.set_array(formatedgrid.ravel())
|
|
print("finished updating")
|
|
# thetext.set_text("finished")
|
|
|
|
fig.canvas.draw_idle()
|
|
|
|
|
|
# s_gamma.on_changed(update)
|
|
# s_mcode.on_changed(update)
|
|
# s_wp.on_changed(update)
|
|
# s_wt.on_changed(update)
|
|
button.on_clicked(update)
|
|
|
|
plt.show()
|