/* multiroots/gnewton.c * * Copyright (C) 1996, 1997, 1998, 1999, 2000, 2007 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. */ #include #include #include #include #include #include #include #include #include #include #include "enorm.c" /* Simple globally convergent Newton method (rejects uphill steps) */ typedef struct { double phi; gsl_vector * x_trial; gsl_vector * d; gsl_matrix * lu; gsl_permutation * permutation; } gnewton_state_t; static int gnewton_alloc (void * vstate, size_t n); static int gnewton_set (void * vstate, gsl_multiroot_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_matrix * J, gsl_vector * dx); static int gnewton_iterate (void * vstate, gsl_multiroot_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_matrix * J, gsl_vector * dx); static void gnewton_free (void * vstate); static int gnewton_alloc (void * vstate, size_t n) { gnewton_state_t * state = (gnewton_state_t *) vstate; gsl_vector * d, * x_trial ; gsl_permutation * p; gsl_matrix * m; m = gsl_matrix_calloc (n,n); if (m == 0) { GSL_ERROR ("failed to allocate space for lu", GSL_ENOMEM); } state->lu = m ; p = gsl_permutation_calloc (n); if (p == 0) { gsl_matrix_free(m); GSL_ERROR ("failed to allocate space for permutation", GSL_ENOMEM); } state->permutation = p ; d = gsl_vector_calloc (n); if (d == 0) { gsl_permutation_free(p); gsl_matrix_free(m); GSL_ERROR ("failed to allocate space for d", GSL_ENOMEM); } state->d = d; x_trial = gsl_vector_calloc (n); if (x_trial == 0) { gsl_vector_free(d); gsl_permutation_free(p); gsl_matrix_free(m); GSL_ERROR ("failed to allocate space for x_trial", GSL_ENOMEM); } state->x_trial = x_trial; return GSL_SUCCESS; } static int gnewton_set (void * vstate, gsl_multiroot_function_fdf * FDF, gsl_vector * x, gsl_vector * f, gsl_matrix * J, gsl_vector * dx) { gnewton_state_t * state = (gnewton_state_t *) vstate; size_t i, n = FDF->n ; GSL_MULTIROOT_FN_EVAL_F_DF (FDF, x, f, J); for (i = 0; i < n; i++) { gsl_vector_set (dx, i, 0.0); } state->phi = enorm(f); return GSL_SUCCESS; } static int gnewton_iterate (void * vstate, gsl_multiroot_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_matrix * J, gsl_vector * dx) { gnewton_state_t * state = (gnewton_state_t *) vstate; int signum ; double t, phi0, phi1; size_t i; size_t n = fdf->n ; gsl_matrix_memcpy (state->lu, J); gsl_linalg_LU_decomp (state->lu, state->permutation, &signum); { int status = gsl_linalg_LU_solve (state->lu, state->permutation, f, state->d); if (status) return status; } t = 1; phi0 = state->phi; new_step: for (i = 0; i < n; i++) { double di = gsl_vector_get (state->d, i); double xi = gsl_vector_get (x, i); gsl_vector_set (state->x_trial, i, xi - t*di); } { int status = GSL_MULTIROOT_FN_EVAL_F (fdf, state->x_trial, f); if (status != GSL_SUCCESS) { return GSL_EBADFUNC; } } phi1 = enorm (f); if (phi1 > phi0 && t > GSL_DBL_EPSILON) { /* full step goes uphill, take a reduced step instead */ double theta = phi1 / phi0; double u = (sqrt(1.0 + 6.0 * theta) - 1.0) / (3.0 * theta); t *= u ; goto new_step; } /* copy x_trial into x */ gsl_vector_memcpy (x, state->x_trial); for (i = 0; i < n; i++) { double di = gsl_vector_get (state->d, i); gsl_vector_set (dx, i, -t*di); } { int status = GSL_MULTIROOT_FN_EVAL_DF (fdf, x, J); if (status != GSL_SUCCESS) { return GSL_EBADFUNC; } } state->phi = phi1; return GSL_SUCCESS; } static void gnewton_free (void * vstate) { gnewton_state_t * state = (gnewton_state_t *) vstate; gsl_vector_free(state->d); gsl_vector_free(state->x_trial); gsl_matrix_free(state->lu); gsl_permutation_free(state->permutation); } static const gsl_multiroot_fdfsolver_type gnewton_type = {"gnewton", /* name */ sizeof (gnewton_state_t), &gnewton_alloc, &gnewton_set, &gnewton_iterate, &gnewton_free}; const gsl_multiroot_fdfsolver_type * gsl_multiroot_fdfsolver_gnewton = &gnewton_type;