Created
May 14, 2020 18:22
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Plot a smooth curve joining the points
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import matplotlib.pyplot as plt | |
import numpy as np | |
from scipy.interpolate import interp1d | |
from matplotlib.patches import Ellipse | |
x = np.array([0.9,1,1.1,1.2,1.3,1.4,1.5,1.6,1.7,1.8]) | |
y = np.array([8,7.2,6,5.5,5,5.2,7.2,9,11.2,12]) | |
x1 = np.array([0.8,0.9,1,1.1,1.2,1.3,1.4,1.5,1.6,1.7,1.8,1.9,2,2.1]) | |
y1 = np.array([9.5,9.2,9,7.5,4,2,0,2,4.2,5,7,9,10,12]) | |
plt.plot(x, y, 'bo', label='experimental-data') | |
plt.plot(x1,y1,'ro',label = 'nnn') | |
x_new = np.linspace(x.min(), x.max(),500) | |
x1_new = np.linspace(x1.min(), x1.max(),500) | |
f = interp1d(x, y, kind='quadratic') | |
f1 = interp1d(x1, y1, kind='quadratic') | |
y_smooth=f(x_new) | |
y_smooth1=f1(x1_new) | |
ax = plt.subplot(111) | |
el = Ellipse((2, -1), 0.5, 0.5) | |
ann = ax.annotate('25% load', | |
xy=(1.7, 11.2), xycoords='data', | |
xytext=(-130, 0), textcoords='offset points', | |
size=20, va="center", | |
bbox=dict(boxstyle="round", fc=(0, 0.7, 1), ec="none"), | |
arrowprops=dict(arrowstyle="wedge,tail_width=1.", | |
fc=(0, 0.7, 1), ec="none", | |
patchA=None, | |
patchB=el, | |
relpos=(0.2, 0.5))) | |
ann = ax.annotate('No load', | |
xy=(1.6, 4.2), xycoords='data', | |
xytext=(55,0), textcoords='offset points', | |
size=20, va="center", | |
bbox=dict(boxstyle="round", fc=(1.0, 0.5, 0.5), ec="none"), | |
arrowprops=dict(arrowstyle="wedge,tail_width=1.", | |
fc=(1.0, 0.5, 0.5), ec="none", | |
patchA=None, | |
patchB=el, | |
relpos=(0.2, 0.5))) | |
plt.xlabel('Field Current') | |
plt.ylabel('Armature Current') | |
# joining both minimas | |
x_min = np.array([1.35,1.4]) | |
y_min = np.array([5,0]) | |
plt.plot(x_min, y_min, color='green', linestyle='dotted', marker='o', | |
markersize=8) | |
plt.plot (x_new,y_smooth) | |
plt.plot(x1_new, y_smooth1) | |
plt.scatter (x, y) | |
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