from __future__ import division
import numpy as np
import matplotlib.pyplot as pt
def rk4_step(y, t, h, f):
k1 = f(t, y)
k2 = f(t+h/2, y + h/2*k1)
k3 = f(t+h/2, y + h/2*k2)
k4 = f(t+h, y + h*k3)
return y + h/6*(k1 + 2*k2 + 2*k3 + k4)
Consider the second-order harmonic oscillator
\[u''=-u\]
with initial conditions \(u(0) = 1\) and \(u'(0)=0\).
def f(t, y):
u, up = y
return np.array([up, -u])
times = [0]
y_values = [np.array([1,0])]
h = 0.5
t_end = 800
while times[-1] < t_end:
y_values.append(rk4_step(y_values[-1], times[-1], h, f))
times.append(times[-1]+h)
y_values = np.array(y_values)
pt.figure(figsize=(15,5))
pt.plot(times, y_values[:, 0])