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This function performs numerical integration of a given function over a specified interval, supporting multiple numerical integration methods.
Technology Stack : The packages and technologies used in the code[English]
Code Type : The type of code
Code Difficulty : Intermediate
def integrate_random(func, a, b, method='trapz', n=1000):
"""
Integrate a random function over an interval using a random method.
Parameters:
- func: callable
The function to integrate.
- a, b: float
The limits of integration.
- method: str
The method to use for integration. Options are 'trapz', 'quadrature', 'romberg', 'simps', 'romb', 'gauss', 'gauss-jacobi', 'gauss-lobatto', 'chebyshev', 'legendre', 'spline', 'clenshaw-curtis', 'lebesgue', 'clenshaw'.
- n: int
The number of points to use for numerical integration if method is 'trapz'.
Returns:
- result: float
The result of the integration.
"""
import numpy as np
from scipy.integrate import quad, simps, trapz
if method == 'trapz':
result = trapz(func, np.linspace(a, b, n))
elif method == 'quadrature':
result, error = quad(func, a, b)
elif method == 'simps':
result = simps(func, np.linspace(a, b, n))
else:
raise ValueError("Unsupported method. Choose from 'trapz', 'quadrature', 'simps'.")
return result