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import sympy as sy
import numpy as np
from sympy.functions import sin,cos
import matplotlib.pyplot as plt
plt.style.use("ggplot")
# Define the variable and the function to approximate
x = sy.Symbol('x')
f = sin(x)
# Factorial function
def factorial(n):
if n <= 0:
return 1
else:
return n*factorial(n-1)
# Taylor approximation at x0 of the function 'function'
def taylor(function,x0,n):
i = 0
p = 0
while i <= n:
p = p + (function.diff(x,i).subs(x,x0))/(factorial(i))*(x-x0)**i
i += 1
return p
def plot():
x_lims = [-5,5]
x1 = np.linspace(x_lims[0],x_lims[1],800)
y1 = []
# Approximate up until 10 starting from 1 and using steps of 2
for j in range(1,10,2):
func = taylor(f,0,j)
print('Taylor expansion at n='+str(j),func)
for k in x1:
y1.append(func.subs(x,k))
plt.plot(x1,y1,label='order '+str(j))
y1 = []
# Plot the function to approximate (sine, in this case)
plt.plot(x1,np.sin(x1),label='sin of x')
plt.xlim(x_lims)
plt.ylim([-5,5])
plt.xlabel('x')
plt.ylabel('y')
plt.legend()
plt.grid(True)
plt.title('Taylor series approximation')
plt.show()
plot()