feat: add bisection method (#1233)

* feat: add bisection method

* fix function documentation

* fix float to zero comparison

* fix error definition

* fix the sign function

Co-authored-by: Sharon "Cass" Cassidy <122662061+CascadingCascade@users.noreply.github.com>

* change float type to double type

* fix sign comparison equals to zero

* remove pow function

* Update numerical_methods/bisection_method.c

Co-authored-by: David Leal <halfpacho@gmail.com>

* add parameter docs

* update docs

* Update numerical_methods/bisection_method.c

Co-authored-by: David Leal <halfpacho@gmail.com>

* Update numerical_methods/bisection_method.c

Co-authored-by: David Leal <halfpacho@gmail.com>

* update docs

---------

Co-authored-by: Sharon "Cass" Cassidy <122662061+CascadingCascade@users.noreply.github.com>
Co-authored-by: David Leal <halfpacho@gmail.com>
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/**
* @file
* @brief In mathematics, the [Bisection
* Method](https://en.wikipedia.org/wiki/Bisection_method) is a root-finding
* method that applies to any continuous function for which one knows two values
* with opposite signs.
* @details
* The method consists of repeatedly bisecting the interval
* defined by the two values and then selecting the subinterval in which the
* function changes sign, and therefore must contain a root. It is a very
* simple and robust method, but it is also relatively slow. Because of this,
* it is often used to obtain a rough approximation to a solution which is
* then used as a starting point for more rapidly converging methods.
* @author [Aybars Nazlica](https://github.com/aybarsnazlica)
*/
#include <assert.h> /// for assert
#include <math.h> /// for fabs
#include <stdio.h> /// for IO operations
#define EPSILON 0.0001 // a small positive infinitesimal quantity
#define NMAX 50 // maximum number of iterations
/**
* @brief Function to check if two input values have the same sign (the property
* of being positive or negative)
* @param a Input value
* @param b Input value
* @returns 1.0 if the input values have the same sign,
* @returns -1.0 if the input values have different signs
*/
double sign(double a, double b)
{
return (a > 0 && b > 0) + (a < 0 && b < 0) - (a > 0 && b < 0) -
(a < 0 && b > 0);
}
/**
* @brief Continuous function for which we want to find the root
* @param x Real input variable
* @returns The evaluation result of the function using the input value
*/
double func(double x)
{
return x * x * x + 2.0 * x - 10.0; // f(x) = x**3 + 2x - 10
}
/**
* @brief Root-finding method for a continuous function given two values with
* opposite signs
* @param x_left Lower endpoint value of the interval
* @param x_right Upper endpoint value of the interval
* @param tolerance Error threshold
* @returns `root of the function` if bisection method succeed within the
* maximum number of iterations
* @returns `-1` if bisection method fails
*/
double bisection(double x_left, double x_right, double tolerance)
{
int n = 1; // step counter
double middle; // midpoint
while (n <= NMAX)
{
middle = (x_left + x_right) / 2; // bisect the interval
double error = middle - x_left;
if (fabs(func(middle)) < EPSILON || error < tolerance)
{
return middle;
}
if (sign(func(middle), func(x_left)) > 0.0)
{
x_left = middle; // new lower endpoint
}
else
{
x_right = middle; // new upper endpoint
}
n++; // increase step counter
}
return -1; // method failed (maximum number of steps exceeded)
}
/**
* @brief Self-test implementations
* @returns void
*/
static void test()
{
/* Compares root value that is found by the bisection method within a given
* floating point error*/
assert(fabs(bisection(1.0, 2.0, 0.0001) - 1.847473) <
EPSILON); // the algorithm works as expected
assert(fabs(bisection(100.0, 250.0, 0.0001) - 249.999928) <
EPSILON); // the algorithm works as expected
printf("All tests have successfully passed!\n");
}
/**
* @brief Main function
* @returns 0 on exit
*/
int main()
{
test(); // run self-test implementations
return 0;
}