created triangular fuzzy set class

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Shreya123714 2024-10-30 20:35:40 +05:30
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/**
* @file
* @brief Implementation of a triangular fuzzy set.
* @details
* This file provides functions to create and manipulate triangular fuzzy sets,
* including methods to calculate membership values, union, intersection,
* complement, and a basic plot representation.
*
* By @Shreya123714
*
* Based on: https://en.wikipedia.org/wiki/Fuzzy_set
*/
#include <assert.h> // for assert
#include <math.h> //for complex math operations
#include <stdio.h> // for IO operations
#include <string.h> // for string operations
/**
* @brief Struct to represent a triangular fuzzy set.
*/
struct triangular_fuzzy_set
{
char name[50]; ///< Name of the fuzzy set
double left_boundary; ///< Left boundary of the fuzzy set
double peak; ///< Peak (central) value of the fuzzy set
double right_boundary; ///< Right boundary of the fuzzy set
};
/**
* @brief Creates a triangular fuzzy set.
* @param name The name of the fuzzy set.
* @param left_boundary The left boundary of the fuzzy set.
* @param peak The peak of the fuzzy set.
* @param right_boundary The right boundary of the fuzzy set.
* @returns A triangular fuzzy set struct.
*/
struct triangular_fuzzy_set create_triangular_fuzzy_set(const char *name,
double left_boundary,
double peak,
double right_boundary)
{
struct triangular_fuzzy_set set;
strncpy(set.name, name, sizeof(set.name) - 1);
set.name[sizeof(set.name) - 1] = '\0'; // Ensure null termination
set.left_boundary = left_boundary;
set.peak = peak;
set.right_boundary = right_boundary;
return set;
}
/**
* @brief Calculates the membership value for a given input.
* @param set The triangular fuzzy set.
* @param x The value to evaluate the membership for.
* @returns The membership value.
*/
double membership_value(struct triangular_fuzzy_set set, double x)
{
if (x <= set.left_boundary || x >= set.right_boundary)
{
return 0.0; // Out of range
}
else if (set.left_boundary < x && x <= set.peak)
{
return (x - set.left_boundary) /
(set.peak - set.left_boundary); // Increasing slope
}
else if (set.peak < x && x < set.right_boundary)
{
return (set.right_boundary - x) /
(set.right_boundary - set.peak); // Decreasing slope
}
return 0.0; // Should not reach here
}
/**
* @brief Calculates the complement (negation) of this fuzzy set.
* @param set The triangular fuzzy set.
* @returns A new triangular fuzzy set representing the complement.
*/
struct triangular_fuzzy_set complement(struct triangular_fuzzy_set set)
{
return create_triangular_fuzzy_set(set.name, 1.0 - set.right_boundary,
1.0 - set.left_boundary, 1.0 - set.peak);
}
/**
* @brief Calculates the intersection of this fuzzy set with another fuzzy set.
* @param set The triangular fuzzy set.
* @param other The other triangular fuzzy set to intersect with.
* @returns A new triangular fuzzy set representing the intersection.
*/
struct triangular_fuzzy_set intersection(struct triangular_fuzzy_set set,
struct triangular_fuzzy_set other)
{
return create_triangular_fuzzy_set(
"Intersection", fmax(set.left_boundary, other.left_boundary),
fmin(set.right_boundary, other.right_boundary),
(set.peak + other.peak) / 2);
}
/**
* @brief Calculates the union of this fuzzy set with another fuzzy set.
* @param set The triangular fuzzy set.
* @param other The other triangular fuzzy set to union with.
* @returns A new triangular fuzzy set representing the union.
*/
struct triangular_fuzzy_set union_sets(struct triangular_fuzzy_set set,
struct triangular_fuzzy_set other)
{
return create_triangular_fuzzy_set(
"Union", fmin(set.left_boundary, other.left_boundary),
fmax(set.right_boundary, other.right_boundary),
(set.peak + other.peak) / 2);
}
/**
* @brief Prints the details of the triangular fuzzy set.
* @param set The triangular fuzzy set.
*/
void print_triangular_fuzzy_set(struct triangular_fuzzy_set set)
{
printf("Triangular Fuzzy Set '%s': [%f, %f, %f]\n", set.name,
set.left_boundary, set.peak, set.right_boundary);
}
/**
* @brief Basic plotting of the membership function of the fuzzy set.
* This is a textual representation, as actual graphing is more complex in C.
*
* @param set The triangular fuzzy set to plot.
*/
void plot_triangular_fuzzy_set(struct triangular_fuzzy_set set)
{
printf("Membership function of %s:\n", set.name);
for (double x = 0; x <= 1.0; x += 0.1)
{
double membership = membership_value(set, x);
printf("x: %0.1f | Membership: %0.2f | ", x, membership);
for (int i = 0; i < (int)(membership * 50); i++)
{ // Scale for better visibility
printf("*");
}
printf("\n");
}
}
/**
* @brief Self-test implementations.
* @returns void
*/
static void tests()
{
struct triangular_fuzzy_set a =
create_triangular_fuzzy_set("A", 0.0, 0.5, 1.0);
struct triangular_fuzzy_set b =
create_triangular_fuzzy_set("B", 0.2, 0.7, 1.0);
// Test membership values
assert(membership_value(a, 0.1) == 0.2);
assert(membership_value(a, 0.5) == 1.0);
assert(membership_value(a, 0.8) == 0.4);
assert(membership_value(b, 0.6) == 0.8);
// Test union
struct triangular_fuzzy_set union_ab = union_sets(a, b);
assert(union_ab.left_boundary == 0.0);
assert(union_ab.right_boundary == 1.0);
// Test intersection
struct triangular_fuzzy_set intersection_ab = intersection(a, b);
assert(intersection_ab.left_boundary == 0.2);
// Test complement
struct triangular_fuzzy_set complement_a = complement(a);
assert(complement_a.left_boundary == 0.0);
printf("All tests have successfully passed!\n");
}
/**
* @brief Main function.
* @returns 0 on exit.
*/
int main()
{
tests(); // Run self-test implementations
struct triangular_fuzzy_set a =
create_triangular_fuzzy_set("A", 0.0, 0.5, 1.0);
struct triangular_fuzzy_set b =
create_triangular_fuzzy_set("B", 0.2, 0.7, 1.0);
print_triangular_fuzzy_set(a);
print_triangular_fuzzy_set(b);
plot_triangular_fuzzy_set(a);
plot_triangular_fuzzy_set(b);
struct triangular_fuzzy_set union_ab = union_sets(a, b);
struct triangular_fuzzy_set intersection_ab = intersection(a, b);
struct triangular_fuzzy_set complement_a = complement(a);
print_triangular_fuzzy_set(union_ab);
print_triangular_fuzzy_set(intersection_ab);
print_triangular_fuzzy_set(complement_a);
plot_triangular_fuzzy_set(union_ab);
plot_triangular_fuzzy_set(intersection_ab);
plot_triangular_fuzzy_set(complement_a);
return 0;
}