/* linalg/lu.c * * Copyright (C) 1996, 1997, 1998, 1999, 2000, 2007, 2009 Gerard Jungman, Brian Gough * * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation; either version 3 of the License, or (at * your option) any later version. * * This program is distributed in the hope that it will be useful, but * WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU * General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, write to the Free Software * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. */ /* Author: G. Jungman */ #include #include #include #include #include #include #include #include #include #define REAL double static int singular (const gsl_matrix * LU); /* Factorise a general N x N matrix A into, * * P A = L U * * where P is a permutation matrix, L is unit lower triangular and U * is upper triangular. * * L is stored in the strict lower triangular part of the input * matrix. The diagonal elements of L are unity and are not stored. * * U is stored in the diagonal and upper triangular part of the * input matrix. * * P is stored in the permutation p. Column j of P is column k of the * identity matrix, where k = permutation->data[j] * * signum gives the sign of the permutation, (-1)^n, where n is the * number of interchanges in the permutation. * * See Golub & Van Loan, Matrix Computations, Algorithm 3.4.1 (Gauss * Elimination with Partial Pivoting). */ int gsl_linalg_LU_decomp (gsl_matrix * A, gsl_permutation * p, int *signum) { if (A->size1 != A->size2) { GSL_ERROR ("LU decomposition requires square matrix", GSL_ENOTSQR); } else if (p->size != A->size1) { GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN); } else { const size_t N = A->size1; size_t i, j, k; *signum = 1; gsl_permutation_init (p); for (j = 0; j < N - 1; j++) { /* Find maximum in the j-th column */ REAL ajj, max = fabs (gsl_matrix_get (A, j, j)); size_t i_pivot = j; for (i = j + 1; i < N; i++) { REAL aij = fabs (gsl_matrix_get (A, i, j)); if (aij > max) { max = aij; i_pivot = i; } } if (i_pivot != j) { gsl_matrix_swap_rows (A, j, i_pivot); gsl_permutation_swap (p, j, i_pivot); *signum = -(*signum); } ajj = gsl_matrix_get (A, j, j); if (ajj != 0.0) { for (i = j + 1; i < N; i++) { REAL aij = gsl_matrix_get (A, i, j) / ajj; gsl_matrix_set (A, i, j, aij); for (k = j + 1; k < N; k++) { REAL aik = gsl_matrix_get (A, i, k); REAL ajk = gsl_matrix_get (A, j, k); gsl_matrix_set (A, i, k, aik - aij * ajk); } } } } return GSL_SUCCESS; } } int gsl_linalg_LU_solve (const gsl_matrix * LU, const gsl_permutation * p, const gsl_vector * b, gsl_vector * x) { if (LU->size1 != LU->size2) { GSL_ERROR ("LU matrix must be square", GSL_ENOTSQR); } else if (LU->size1 != p->size) { GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN); } else if (LU->size1 != b->size) { GSL_ERROR ("matrix size must match b size", GSL_EBADLEN); } else if (LU->size2 != x->size) { GSL_ERROR ("matrix size must match solution size", GSL_EBADLEN); } else if (singular (LU)) { GSL_ERROR ("matrix is singular", GSL_EDOM); } else { int status; /* Copy x <- b */ gsl_vector_memcpy (x, b); /* Solve for x */ status = gsl_linalg_LU_svx (LU, p, x); return status; } } int gsl_linalg_LU_svx (const gsl_matrix * LU, const gsl_permutation * p, gsl_vector * x) { if (LU->size1 != LU->size2) { GSL_ERROR ("LU matrix must be square", GSL_ENOTSQR); } else if (LU->size1 != p->size) { GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN); } else if (LU->size1 != x->size) { GSL_ERROR ("matrix size must match solution/rhs size", GSL_EBADLEN); } else if (singular (LU)) { GSL_ERROR ("matrix is singular", GSL_EDOM); } else { /* Apply permutation to RHS */ gsl_permute_vector (p, x); /* Solve for c using forward-substitution, L c = P b */ gsl_blas_dtrsv (CblasLower, CblasNoTrans, CblasUnit, LU, x); /* Perform back-substitution, U x = c */ gsl_blas_dtrsv (CblasUpper, CblasNoTrans, CblasNonUnit, LU, x); return GSL_SUCCESS; } } int gsl_linalg_LU_refine (const gsl_matrix * A, const gsl_matrix * LU, const gsl_permutation * p, const gsl_vector * b, gsl_vector * x, gsl_vector * work) { if (A->size1 != A->size2) { GSL_ERROR ("matrix a must be square", GSL_ENOTSQR); } if (LU->size1 != LU->size2) { GSL_ERROR ("LU matrix must be square", GSL_ENOTSQR); } else if (A->size1 != LU->size2) { GSL_ERROR ("LU matrix must be decomposition of a", GSL_ENOTSQR); } else if (LU->size1 != p->size) { GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN); } else if (LU->size1 != b->size) { GSL_ERROR ("matrix size must match b size", GSL_EBADLEN); } else if (LU->size1 != x->size) { GSL_ERROR ("matrix size must match solution size", GSL_EBADLEN); } else if (LU->size1 != work->size) { GSL_ERROR ("matrix size must match workspace size", GSL_EBADLEN); } else if (singular (LU)) { GSL_ERROR ("matrix is singular", GSL_EDOM); } else { int status; /* Compute residual = (A * x - b) */ gsl_vector_memcpy (work, b); gsl_blas_dgemv (CblasNoTrans, 1.0, A, x, -1.0, work); /* Find correction, delta = - (A^-1) * residual, and apply it */ status = gsl_linalg_LU_svx (LU, p, work); gsl_blas_daxpy (-1.0, work, x); return status; } } int gsl_linalg_LU_invert (const gsl_matrix * LU, const gsl_permutation * p, gsl_matrix * inverse) { size_t i, n = LU->size1; int status = GSL_SUCCESS; if (singular (LU)) { GSL_ERROR ("matrix is singular", GSL_EDOM); } gsl_matrix_set_identity (inverse); for (i = 0; i < n; i++) { gsl_vector_view c = gsl_matrix_column (inverse, i); int status_i = gsl_linalg_LU_svx (LU, p, &(c.vector)); if (status_i) status = status_i; } return status; } double gsl_linalg_LU_det (gsl_matrix * LU, int signum) { size_t i, n = LU->size1; double det = (double) signum; for (i = 0; i < n; i++) { det *= gsl_matrix_get (LU, i, i); } return det; } double gsl_linalg_LU_lndet (gsl_matrix * LU) { size_t i, n = LU->size1; double lndet = 0.0; for (i = 0; i < n; i++) { lndet += log (fabs (gsl_matrix_get (LU, i, i))); } return lndet; } int gsl_linalg_LU_sgndet (gsl_matrix * LU, int signum) { size_t i, n = LU->size1; int s = signum; for (i = 0; i < n; i++) { double u = gsl_matrix_get (LU, i, i); if (u < 0) { s *= -1; } else if (u == 0) { s = 0; break; } } return s; } static int singular (const gsl_matrix * LU) { size_t i, n = LU->size1; for (i = 0; i < n; i++) { double u = gsl_matrix_get (LU, i, i); if (u == 0) return 1; } return 0; }