Created
January 17, 2016 20:23
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# coding: utf-8 | |
# In[107]: | |
import numpy as np | |
import matplotlib.pyplot as plt | |
get_ipython().magic('matplotlib inline') | |
# In[108]: | |
n_max = 10**1 | |
cost_0 = 100 | |
# In[109]: | |
def cost_from_level(level, cost_0, previous = None): | |
if level == 0: | |
return cost_0 | |
if previous: | |
return previous + 0.1 * cost_0 * level | |
return cost_from_level(level-1, cost_0) + 0.1 * cost_0 * level | |
def cost_stable(level, cost_0): | |
return cost_0 * (1 + 0.05 * level*(level-1)) | |
# In[110]: | |
levels = np.linspace(1, n_max, n_max, dtype = 'i') | |
c1 = [cost_from_level(0, cost_0, 0)] | |
for i in range(1, n_max): | |
c1.append(cost_from_level(i, cost_0, c1[-1])) | |
c2 = [cost_stable(i, cost_0) for i in levels] | |
diff = [c2[i-1] - c1[i-1] for i in levels] | |
plt.figure(figsize=(16,6)) | |
plt.plot(levels, c1, "b-") | |
plt.plot(levels, c2, "r*") | |
plt.plot(levels, diff, "r-") | |
plt.show() | |
print(max(diff)) | |
# In[111]: | |
def cum_cost_stable(level_to, level_from, cost_0): | |
n = level_from | |
m = level_to | |
return cost_0 * (m - n + 1 + 1/60 * (m*(m+1)*(m+2) - n*n*n + n)) | |
# In[112]: | |
levels = np.linspace(1, n_max, n_max, dtype = 'i') | |
cc1 = [cost_0] | |
for i in range(1, n_max): | |
cc1.append(cc1[-1] + c1[i]) | |
cc2 = [cum_cost_stable(i, 0, cost_0) for i in range(n_max)] | |
diff = [i - j for (i,j) in zip(cc1,cc2)] | |
plt.figure(figsize=(16,6)) | |
plt.plot(levels, cc1, "b-") | |
plt.plot(levels, cc2, "r*") | |
plt.plot(levels, diff, "r-") | |
plt.show() | |
print(max(diff)) | |
# In[ ]: | |
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