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lu.h
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/**
* @file
*/
/*
* Copyright (c) 2016 Victor Hermann "vitorhnn" Chiletto
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
**/
#ifndef LU_H
#define LU_H
#include "matrix.h"
#include "basic.h"
/**
* Decompõe a matriz A em L, triangular inferior, e U, triangular superior.
*/
static void lu_decompose(const matrix_t * restrict A, matrix_t ** restrict L, matrix_t ** restrict U)
{
/* doolittle reduction. */
/* using the variables from watkin's book because this is confusing */
size_t k;
*L = matrix_new(A->rows, A->columns);
matrix_load_identity(*L);
*U = matrix_copy(*L);
for (k = 0; k < A->rows; ++k) {
size_t j, i;
for (j = k; j < A->rows; ++j) {
size_t m;
double u = matrix_get_at(A, k, j);
for (m = 0; m < k; ++m) {
u -= matrix_get_at(*L, k, m) * matrix_get_at(*U, m, j);
}
matrix_set_at(*U, k, j, u);
}
for (i = k + 1; i < A->rows; ++i) {
size_t m;
double l = matrix_get_at(A, i, k);
for (m = 0; m < k; ++m) {
l -= matrix_get_at(*L, i, m) * matrix_get_at(*U, m, k);
}
l /= matrix_get_at(*U, k, k);
matrix_set_at(*L, i, k, l);
}
}
}
/**
* Resolve o sistema Ax = b por decomposição LU
* @return O vetor x.
*/
static matrix_t *lu_solve(const matrix_t * restrict A, const matrix_t * restrict b)
{
matrix_t *l, *u;
lu_decompose(A, &l, &u);
matrix_t *y = forwards_substitution(l, b);
matrix_t *x = backwards_substitution(u, y);
matrix_free(l);
matrix_free(u);
matrix_free(y);
return x;
}
#endif