Matrix Inversion over GF(2) Finite Fields
int check_invertible(Matrix4x4 *mat) {
int status;
Matrix4x4 working_copy;
copy_matrix(mat, &working_copy);
// Transform to lower triangular form
for (int pivot = 0; pivot < 4; pivot++) {
if ((working_copy.rows[pivot] & identity_mask[pivot]) != 0) {
for (int row = pivot + 1; row < 4; row++) {
if ((working_copy.rows[row] & identity_mask[pivot]) != 0) {
working_copy.rows[row] ^= working_copy.rows[pivot];
}
}
} else {
status = 1;
for (int row = pivot + 1; row < 4; row++) {
if ((working_copy.rows[row] & identity_mask[pivot]) != 0) {
swap_rows(row, pivot, &working_copy);
status = 0;
break;
}
}
if (status) {
return 0;
}
for (int row = pivot + 1; row < 4; row++) {
if ((working_copy.rows[row] & identity_mask[pivot]) != 0) {
working_copy.rows[row] ^= working_copy.rows[pivot];
}
}
}
}
// Verify diagonal elements
for (int i = 0; i < 4; i++) {
if ((working_copy.rows[i] & identity_mask[i]) == 0) {
return 0;
}
}
return 1;
}
Computing Matrix Inverses over GF(2)
When a matrix is confirmed to be invertible, we can compute its inverse over GF(2). The algorithm extends the matrix with an identity matrix [M|E] and performs row operations until it becomes [E|M⁻¹]. To optimize implementation, we maintain a separate identity matrix that undergoes identical transformations.
Implemantation Steps:
- Transform the matrix to lower triangular form
- Reduce to identity matrix through elimination
void compute_matrix_inverse(Matrix4x4 *mat) {
Matrix4x4 inverse_mat;
// Initialize as identity matrix
for (int i = 0; i < 4; i++) {
inverse_mat.rows[i] = identity_mask[i];
}
// Forward elimination phase
for (int pivot = 0; pivot < 4; pivot++) {
if ((mat->rows[pivot] & identity_mask[pivot]) != 0) {
for (int row = pivot + 1; row < 4; row++) {
if ((mat->rows[row] & identity_mask[pivot]) != 0) {
mat->rows[row] ^= mat->rows[pivot];
inverse_mat.rows[row] ^= inverse_mat.rows[pivot];
}
}
} else {
for (int row = pivot + 1; row < 4; row++) {
if ((mat->rows[row] & identity_mask[pivot]) != 0) {
swap_rows(row, pivot, mat);
swap_rows(row, pivot, &inverse_mat);
break;
}
}
for (int row = pivot + 1; row < 4; row++) {
if ((mat->rows[row] & identity_mask[pivot]) != 0) {
mat->rows[row] ^= mat->rows[pivot];
inverse_mat.rows[row] ^= inverse_mat.rows[pivot];
}
}
}
}
// Backward elimination phase
for (int pivot = 3; pivot >= 0; pivot--) {
for (int row = pivot - 1; row >= 0; row--) {
if ((mat->rows[row] & identity_mask[pivot]) != 0) {
mat->rows[row] ^= mat->rows[pivot];
inverse_mat.rows[row] ^= inverse_mat.rows[pivot];
}
}
}
// Copy result back
copy_matrix(&inverse_mat, mat);
}