Skip to content
Closed
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
67 changes: 67 additions & 0 deletions fractals/lorenz_attractor.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,67 @@
"""
Lorenz Attractor

The Lorenz attractor is a set of chaotic solutions to the Lorenz system,
which are differential equations originally designed to model atmospheric
convection. It exhibits chaotic behavior and is sensitive to initial conditions.

References:
https://en.wikipedia.org/wiki/Lorenz_system

Requirements:
- matplotlib
- numpy
"""

import matplotlib.pyplot as plt
import numpy as np


def lorenz(x, y, z, s=10, r=28, b=2.667):
"""
Calculate the next step of the Lorenz system.
"""
x_dot = s * (y - x)
y_dot = r * x - y - x * z
z_dot = x * y - b * z
return x_dot, y_dot, z_dot


def generate_lorenz_attractor(
num_steps=10000, dt=0.01, initial_values=(0.0, 1.0, 1.05)
):
"""
Generates the points for the Lorenz attractor based on initial conditions.

>>> len(generate_lorenz_attractor(1000, 0.01))
1000
"""
xs = np.empty(num_steps + 1)
ys = np.empty(num_steps + 1)
zs = np.empty(num_steps + 1)

xs[0], ys[0], zs[0] = initial_values

for i in range(num_steps):
x_dot, y_dot, z_dot = lorenz(xs[i], ys[i], zs[i])
xs[i + 1] = xs[i] + (x_dot * dt)
ys[i + 1] = ys[i] + (y_dot * dt)
zs[i + 1] = zs[i] + (z_dot * dt)

return xs, ys, zs


def plot_lorenz(xs, ys, zs):
"""
Plot the Lorenz attractor using matplotlib in 3D space.
"""
fig = plt.figure()
ax = fig.add_subplot(111, projection="3d")
ax.plot(xs, ys, zs, lw=0.5)
ax.set_title("Lorenz Attractor")
plt.show()


if __name__ == "__main__":
xs, ys, zs = generate_lorenz_attractor()
plot_lorenz(xs, ys, zs)
Loading