Created
November 2, 2017 08:41
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import numpy as np | |
from scipy.spatial import distance | |
m1 = [1, 3.1] | |
m2 = [1.5, 2.1] | |
m3 = [2, 2.2] | |
m4 = [3.1, 1.1] | |
all_m = [m1, m2, m3, m4] | |
all_m = np.array(all_m) | |
points = np.array([ | |
[1.5, 0.8], | |
[3.3, 2.5], | |
[4.8, 3.8], | |
[4, 1.2], | |
[3.2, 5], | |
[2.5, 4.6], | |
[0.5, 3], | |
[0.6, 2.1], | |
[2.8, 2.3], | |
[4.2, 4.4], | |
[3.8, 3.9], | |
[4, 2.4], | |
[0.8, 0.4], | |
[1.7, 5], | |
[2.1, 2.9], | |
[3.5, 1.7], | |
[2.5, 0.8], | |
[0.6, 2.8], | |
[4.2, 0.3], | |
[3.1, 0.1]]) | |
for i in range(len(points)): | |
a = 0.3 - 0.02 * i | |
a_n = 0.2 - 0.02 * i | |
closest_m_index = distance.cdist([points[i]], all_m).argmin() | |
closest_m = all_m[closest_m_index] | |
for j in range(len(all_m)): | |
if j == closest_m_index: | |
all_m[j] = all_m[j] + a * (points[i]-all_m[j]) | |
else: | |
all_m[j] = all_m[j] + a_n * (points[i]-all_m[j]) | |
print(all_m) |
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