Created
October 12, 2018 05:27
-
-
Save envil/26625853afb4a65def0b995f409d9640 to your computer and use it in GitHub Desktop.
Monte Carlo circle area calculator
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import numpy as np | |
import math | |
def test(iteration): | |
radius = np.random.randint(0, 1000) | |
sum_area = 0 | |
for i in range(iteration): | |
x = np.random.uniform(-radius, radius) | |
y = math.sqrt(radius * radius - x * x) | |
sum_area = sum_area + radius * 2 * y | |
average_area = 2 * sum_area / iteration | |
math_area = math.pi * radius * radius | |
deviation = math_area - average_area | |
error = abs(100 * deviation / math_area) | |
print(f'radius = {radius}, math_area = {math_area}, {iteration} iterations') | |
print(f'average_area = {average_area}, deviation = {deviation}, error = {round(error, 2)}%') | |
k = [] | |
for i in range(1, 5): | |
k.append(int(math.pow(10, i))) | |
for i in k: | |
test(i) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
radius = 106, math_area = 35298.93505573492, 10 iterations | |
average_area = 36999.59528245894, deviation = -1700.6602267240232, error = 4.82% | |
radius = 252, math_area = 199503.69987356622, 100 iterations | |
average_area = 204652.89349130393, deviation = -5149.1936177377065, error = 2.58% | |
radius = 409, math_area = 525528.7606851542, 1000 iterations | |
average_area = 520319.43752884277, deviation = 5209.323156311468, error = 0.99% | |
radius = 861, math_area = 2328928.6075518387, 10000 iterations | |
average_area = 2323212.544995661, deviation = 5716.062556177843, error = 0.25% |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment