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Copy pathLU_decompositionFor_InverseMatrix.c
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Copy pathLU_decompositionFor_InverseMatrix.c
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174 lines (151 loc) · 3.99 KB
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#include <stdio.h>
#define MAX_SIZE 100
void printMatrix(double matrix[MAX_SIZE][MAX_SIZE], int n)
{
for (int i = 0; i < n; i++)
{
for (int j = 0; j < n; j++)
{
printf("%.6lf\t", matrix[i][j]);
}
printf("\n");
}
}
int luDecomposition(double A[MAX_SIZE][MAX_SIZE], double L[MAX_SIZE][MAX_SIZE], double U[MAX_SIZE][MAX_SIZE], int n)
{
for (int i = 0; i < n; i++)
{
for (int k = i; k < n; k++)
{
double sum = 0.0;
for (int j = 0; j < i; j++)
{
sum += L[i][j] * U[j][k];
}
U[i][k] = A[i][k] - sum;
}
for (int k = i; k < n; k++)
{
if (i == k)
{
L[i][i] = 1.0;
}
else
{
double sum = 0.0;
for (int j = 0; j < i; j++)
{
sum += L[k][j] * U[j][i];
}
L[k][i] = (A[k][i] - sum) / U[i][i];
}
}
}
return 1; // Success
}
void identityMatrix(double I[MAX_SIZE][MAX_SIZE], int n)
{
for (int i = 0; i < n; i++)
{
for (int j = 0; j < n; j++)
{
if (i == j)
{
I[i][j] = 1.0;
}
else
{
I[i][j] = 0.0;
}
}
}
}
void matrixMultiplication(double A[MAX_SIZE][MAX_SIZE], double B[MAX_SIZE][MAX_SIZE], double C[MAX_SIZE][MAX_SIZE], int n)
{
for (int i = 0; i < n; i++)
{
for (int j = 0; j < n; j++)
{
C[i][j] = 0.0;
for (int k = 0; k < n; k++)
{
C[i][j] += A[i][k] * B[k][j];
}
}
}
}
int inverseMatrix(double A[MAX_SIZE][MAX_SIZE], double inverse[MAX_SIZE][MAX_SIZE], int n)
{
double L[MAX_SIZE][MAX_SIZE] = {0};
double U[MAX_SIZE][MAX_SIZE] = {0};
double I[MAX_SIZE][MAX_SIZE] = {0}; // Identity matrix
if (!luDecomposition(A, L, U, n))
{
printf("LU decomposition failed. The matrix may be singular.\n");
return 0; // Failure
}
identityMatrix(I, n); // Create an identity matrix
double Y[MAX_SIZE][MAX_SIZE] = {0}; // Initialize Y matrix
double X[MAX_SIZE][MAX_SIZE] = {0}; // Initialize X matrix
// Solve for the inverse
for (int i = 0; i < n; i++)
{
double B[MAX_SIZE][MAX_SIZE] = {0};
for (int j = 0; j < n; j++)
{
B[j][0] = I[j][i];
}
double Y[MAX_SIZE][MAX_SIZE] = {0}; // Initialize Y matrix
// Forward substitution for Ly = b
for (int j = 0; j < n; j++)
{
Y[j][0] = B[j][0];
for (int k = 0; k < j; k++)
{
Y[j][0] -= L[j][k] * Y[k][0];
}
Y[j][0] /= L[j][j];
}
// Backward substitution for Ux = y
for (int j = n - 1; j >= 0; j--)
{
X[j][i] = Y[j][0];
for (int k = j + 1; k < n; k++)
{
X[j][i] -= U[j][k] * X[k][i];
}
X[j][i] /= U[j][j];
}
}
// The inverse matrix is stored in X
for (int i = 0; i < n; i++)
{
for (int j = 0; j < n; j++)
{
inverse[i][j] = X[i][j];
}
}
return 1; // Success
}
int main()
{
int n;
printf("Enter the size of the square matrix: ");
scanf("%d", &n);
double matrix[MAX_SIZE][MAX_SIZE];
double inverse[MAX_SIZE][MAX_SIZE];
printf("Enter the elements of the matrix:\n");
for (int i = 0; i < n; i++)
{
for (int j = 0; j < n; j++)
{
scanf("%lf", &matrix[i][j]);
}
}
if (inverseMatrix(matrix, inverse, n))
{
printf("Inverse Matrix:\n");
printMatrix(inverse, n);
}
return 0;
}