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Merge pull request #9 from ali-ramadhan/ali/double-pendulum
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import numpy as np | ||
import matplotlib.pyplot as plt | ||
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from scipy.integrate import solve_ivp | ||
from tqdm import tqdm | ||
from matplotloom import Loom | ||
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g = 9.80665 # standard acceleration of gravity [m/s²] | ||
l1, l2 = 1, 1 # pendulum arms lengths [m] | ||
m1, m2 = 1, 1 # pendulum masses [kg] | ||
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# Calculate dy/dt where y = [θ1, ω1, θ2, ω2]. | ||
def derivatives(t, state): | ||
θ1, ω1, θ2, ω2 = state | ||
dydt = np.zeros_like(state) | ||
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dydt[0] = ω1 | ||
dydt[2] = ω2 | ||
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Δθ = θ2 - θ1 | ||
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denominator1 = (m1 + m2) * l1 - m2 * l1 * np.cos(Δθ)**2 | ||
dydt[1] = (m2 * l1 * ω1**2 * np.sin(Δθ) * np.cos(Δθ) | ||
+ m2 * g * np.sin(θ2) * np.cos(Δθ) | ||
+ m2 * l2 * ω2**2 * np.sin(Δθ) | ||
- (m1 + m2) * g * np.sin(θ1)) / denominator1 | ||
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denominator2 = (l2 / l1) * denominator1 | ||
dydt[3] = (-m2 * l2 * ω2**2 * np.sin(Δθ) * np.cos(Δθ) | ||
+ (m1 + m2) * g * np.sin(θ1) * np.cos(Δθ) | ||
- (m1 + m2) * l1 * ω1**2 * np.sin(Δθ) | ||
- (m1 + m2) * g * np.sin(θ2)) / denominator2 | ||
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return dydt | ||
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t_span = (0, 20) | ||
y0 = [np.pi/2, 0, np.pi/2, 0] | ||
sol = solve_ivp(derivatives, t_span, y0, dense_output=True) | ||
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times = np.linspace(t_span[0], t_span[1], 1000) | ||
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θ1, ω1, θ2, ω2 = sol.sol(times) | ||
x1 = l1 * np.sin(θ1) | ||
y1 = -l1 * np.cos(θ1) | ||
x2 = x1 + l2 * np.sin(θ2) | ||
y2 = y1 - l2 * np.cos(θ2) | ||
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loom = Loom( | ||
"double_pendulum.mp4", | ||
fps = 60, | ||
overwrite = True, | ||
savefig_kwargs = {"bbox_inches": "tight"} | ||
) | ||
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with loom: | ||
for i, t in tqdm(enumerate(times), total=len(times)): | ||
fig, ax = plt.subplots(figsize=(8, 8)) | ||
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ax.plot( | ||
[0, x1[i], x2[i]], | ||
[0, y1[i], y2[i]], | ||
linestyle = "solid", | ||
marker = "o", | ||
color = "black", | ||
linewidth = 3 | ||
) | ||
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ax.plot( | ||
x2[:i+1], | ||
y2[:i+1], | ||
linestyle = "solid", | ||
linewidth = 2, | ||
color = "red", | ||
alpha = 0.5 | ||
) | ||
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ax.set_title(f"Double Pendulum: t = {t:.3f}s") | ||
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ax.set_xlim(-2.2, 2.2) | ||
ax.set_ylim(-2.2, 2.2) | ||
ax.set_aspect("equal", adjustable="box") | ||
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loom.save_frame(fig) |
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