mirror of
https://github.com/TheAlgorithms/Python.git
synced 2025-07-06 02:13:15 +08:00
Delete arithmetic_analysis/
directory and relocate its contents (#10824)
* Remove eval from arithmetic_analysis/newton_raphson.py * Relocate contents of arithmetic_analysis/ Delete the arithmetic_analysis/ directory and relocate its files because the purpose of the directory was always ill-defined. "Arithmetic analysis" isn't a field of math, and the directory's files contained algorithms for linear algebra, numerical analysis, and physics. Relocated the directory's linear algebra algorithms to linear_algebra/, its numerical analysis algorithms to a new subdirectory called maths/numerical_analysis/, and its single physics algorithm to physics/. * updating DIRECTORY.md --------- Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com>
This commit is contained in:
65
maths/numerical_analysis/numerical_integration.py
Normal file
65
maths/numerical_analysis/numerical_integration.py
Normal file
@ -0,0 +1,65 @@
|
||||
"""
|
||||
Approximates the area under the curve using the trapezoidal rule
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
from collections.abc import Callable
|
||||
|
||||
|
||||
def trapezoidal_area(
|
||||
fnc: Callable[[float], float],
|
||||
x_start: float,
|
||||
x_end: float,
|
||||
steps: int = 100,
|
||||
) -> float:
|
||||
"""
|
||||
Treats curve as a collection of linear lines and sums the area of the
|
||||
trapezium shape they form
|
||||
:param fnc: a function which defines a curve
|
||||
:param x_start: left end point to indicate the start of line segment
|
||||
:param x_end: right end point to indicate end of line segment
|
||||
:param steps: an accuracy gauge; more steps increases the accuracy
|
||||
:return: a float representing the length of the curve
|
||||
|
||||
>>> def f(x):
|
||||
... return 5
|
||||
>>> '%.3f' % trapezoidal_area(f, 12.0, 14.0, 1000)
|
||||
'10.000'
|
||||
|
||||
>>> def f(x):
|
||||
... return 9*x**2
|
||||
>>> '%.4f' % trapezoidal_area(f, -4.0, 0, 10000)
|
||||
'192.0000'
|
||||
|
||||
>>> '%.4f' % trapezoidal_area(f, -4.0, 4.0, 10000)
|
||||
'384.0000'
|
||||
"""
|
||||
x1 = x_start
|
||||
fx1 = fnc(x_start)
|
||||
area = 0.0
|
||||
|
||||
for _ in range(steps):
|
||||
# Approximates small segments of curve as linear and solve
|
||||
# for trapezoidal area
|
||||
x2 = (x_end - x_start) / steps + x1
|
||||
fx2 = fnc(x2)
|
||||
area += abs(fx2 + fx1) * (x2 - x1) / 2
|
||||
|
||||
# Increment step
|
||||
x1 = x2
|
||||
fx1 = fx2
|
||||
return area
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
|
||||
def f(x):
|
||||
return x**3
|
||||
|
||||
print("f(x) = x^3")
|
||||
print("The area between the curve, x = -10, x = 10 and the x axis is:")
|
||||
i = 10
|
||||
while i <= 100000:
|
||||
area = trapezoidal_area(f, -5, 5, i)
|
||||
print(f"with {i} steps: {area}")
|
||||
i *= 10
|
Reference in New Issue
Block a user