NumPy: Find the roots of the given polynomials
NumPy Mathematics: Exercise-16 with Solution
Write a NumPy program to find the roots of the following polynomials.
a) x2 − 4x + 7.
b) x4 − 11x3 + 9x2 + 11x – 10
Sample Solution:
Python Code:
# Importing the NumPy library
import numpy as np
# Computing the roots of the first polynomial [1, -2, 1]
print("Roots of the first polynomial:")
print(np.roots([1, -2, 1]))
# Computing the roots of the second polynomial [1, -12, 10, 7, -10]
print("Roots of the second polynomial:")
print(np.roots([1, -12, 10, 7, -10]))
Sample Output:
Roots of the first polynomial: [ 1. 1.] Roots of the second polynomial: [ 11.04461946+0.j -0.87114210+0.j 0.91326132+0.4531004 j 0.91326132-0.4531004j]
Explanation:
In the above code –
np.roots([1, -2, 1]) - Here, we have an input array [1, -2, 1], which corresponds to the polynomial x^2 - 2x + 1. The output of np.roots() will be the roots of this polynomial.
np.roots([1, -12, 10, 7, -10]) – Here, we have an input array [1, -12, 10, 7, -10], which corresponds to the polynomial x^4 - 12x^3 + 10x^2 + 7x - 10. The output of np.roots() will be the roots of this polynomial.
Python-Numpy Code Editor:
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