/* siman/siman_tsp.c * * Copyright (C) 1996, 1997, 1998, 1999, 2000 Mark Galassi * * 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 /* set up parameters for this simulated annealing run */ #define N_TRIES 200 /* how many points do we try before stepping */ #define ITERS_FIXED_T 2000 /* how many iterations for each T? */ #define STEP_SIZE 1.0 /* max step size in random walk */ #define K 1.0 /* Boltzmann constant */ #define T_INITIAL 5000.0 /* initial temperature */ #define MU_T 1.002 /* damping factor for temperature */ #define T_MIN 5.0e-1 gsl_siman_params_t params = {N_TRIES, ITERS_FIXED_T, STEP_SIZE, K, T_INITIAL, MU_T, T_MIN}; struct s_tsp_city { const char * name; double lat, longitude; /* coordinates */ }; typedef struct s_tsp_city Stsp_city; void prepare_distance_matrix(void); void exhaustive_search(void); void print_distance_matrix(void); double city_distance(Stsp_city c1, Stsp_city c2); double Etsp(void *xp); double Mtsp(void *xp, void *yp); void Stsp(const gsl_rng * r, void *xp, double step_size); void Ptsp(void *xp); /* in this table, latitude and longitude are obtained from the US Census Bureau, at http://www.census.gov/cgi-bin/gazetteer */ Stsp_city cities[] = {{"Santa Fe", 35.68, 105.95}, {"Phoenix", 33.54, 112.07}, {"Albuquerque", 35.12, 106.62}, {"Clovis", 34.41, 103.20}, {"Durango", 37.29, 107.87}, {"Dallas", 32.79, 96.77}, {"Tesuque", 35.77, 105.92}, {"Grants", 35.15, 107.84}, {"Los Alamos", 35.89, 106.28}, {"Las Cruces", 32.34, 106.76}, {"Cortez", 37.35, 108.58}, {"Gallup", 35.52, 108.74}}; #define N_CITIES (sizeof(cities)/sizeof(Stsp_city)) double distance_matrix[N_CITIES][N_CITIES]; /* distance between two cities */ double city_distance(Stsp_city c1, Stsp_city c2) { const double earth_radius = 6375.000; /* 6000KM approximately */ /* sin and cos of lat and long; must convert to radians */ double sla1 = sin(c1.lat*M_PI/180), cla1 = cos(c1.lat*M_PI/180), slo1 = sin(c1.longitude*M_PI/180), clo1 = cos(c1.longitude*M_PI/180); double sla2 = sin(c2.lat*M_PI/180), cla2 = cos(c2.lat*M_PI/180), slo2 = sin(c2.longitude*M_PI/180), clo2 = cos(c2.longitude*M_PI/180); double x1 = cla1*clo1; double x2 = cla2*clo2; double y1 = cla1*slo1; double y2 = cla2*slo2; double z1 = sla1; double z2 = sla2; double dot_product = x1*x2 + y1*y2 + z1*z2; double angle = acos(dot_product); /* distance is the angle (in radians) times the earth radius */ return angle*earth_radius; } /* energy for the travelling salesman problem */ double Etsp(void *xp) { /* an array of N_CITIES integers describing the order */ int *route = (int *) xp; double E = 0; unsigned int i; for (i = 0; i < N_CITIES; ++i) { /* use the distance_matrix to optimize this calculation; it had better be allocated!! */ E += distance_matrix[route[i]][route[(i + 1) % N_CITIES]]; } return E; } double Mtsp(void *xp, void *yp) { int *route1 = (int *) xp, *route2 = (int *) yp; double distance = 0; unsigned int i; for (i = 0; i < N_CITIES; ++i) { distance += ((route1[i] == route2[i]) ? 0 : 1); } return distance; } /* take a step through the TSP space */ void Stsp(const gsl_rng * r, void *xp, double step_size) { int x1, x2, dummy; int *route = (int *) xp; step_size = 0 ; /* prevent warnings about unused parameter */ /* pick the two cities to swap in the matrix; we leave the first city fixed */ x1 = (gsl_rng_get (r) % (N_CITIES-1)) + 1; do { x2 = (gsl_rng_get (r) % (N_CITIES-1)) + 1; } while (x2 == x1); dummy = route[x1]; route[x1] = route[x2]; route[x2] = dummy; } void Ptsp(void *xp) { unsigned int i; int *route = (int *) xp; printf(" ["); for (i = 0; i < N_CITIES; ++i) { printf(" %d ", route[i]); } printf("] "); } int main(void) { int x_initial[N_CITIES]; unsigned int i; const gsl_rng * r = gsl_rng_alloc (gsl_rng_env_setup()) ; gsl_ieee_env_setup (); prepare_distance_matrix(); /* set up a trivial initial route */ printf("# initial order of cities:\n"); for (i = 0; i < N_CITIES; ++i) { printf("# \"%s\"\n", cities[i].name); x_initial[i] = i; } printf("# distance matrix is:\n"); print_distance_matrix(); printf("# initial coordinates of cities (longitude and latitude)\n"); /* this can be plotted with */ /* ./siman_tsp > hhh ; grep city_coord hhh | awk '{print $2 " " $3}' | xyplot -ps -d "xy" > c.eps */ for (i = 0; i < N_CITIES+1; ++i) { printf("###initial_city_coord: %g %g \"%s\"\n", -cities[x_initial[i % N_CITIES]].longitude, cities[x_initial[i % N_CITIES]].lat, cities[x_initial[i % N_CITIES]].name); } /* exhaustive_search(); */ gsl_siman_solve(r, x_initial, Etsp, Stsp, Mtsp, Ptsp, NULL, NULL, NULL, N_CITIES*sizeof(int), params); printf("# final order of cities:\n"); for (i = 0; i < N_CITIES; ++i) { printf("# \"%s\"\n", cities[x_initial[i]].name); } printf("# final coordinates of cities (longitude and latitude)\n"); /* this can be plotted with */ /* ./siman_tsp > hhh ; grep city_coord hhh | awk '{print $2 " " $3}' | xyplot -ps -d "xy" > c.eps */ for (i = 0; i < N_CITIES+1; ++i) { printf("###final_city_coord: %g %g %s\n", -cities[x_initial[i % N_CITIES]].longitude, cities[x_initial[i % N_CITIES]].lat, cities[x_initial[i % N_CITIES]].name); } printf("# "); fflush(stdout); #if 0 system("date"); #endif /* 0 */ fflush(stdout); return 0; } void prepare_distance_matrix() { unsigned int i, j; double dist; for (i = 0; i < N_CITIES; ++i) { for (j = 0; j < N_CITIES; ++j) { if (i == j) { dist = 0; } else { dist = city_distance(cities[i], cities[j]); } distance_matrix[i][j] = dist; } } } void print_distance_matrix() { unsigned int i, j; for (i = 0; i < N_CITIES; ++i) { printf("# "); for (j = 0; j < N_CITIES; ++j) { printf("%15.8f ", distance_matrix[i][j]); } printf("\n"); } } /* [only works for 12] search the entire space for solutions */ static double best_E = 1.0e100, second_E = 1.0e100, third_E = 1.0e100; static int best_route[N_CITIES]; static int second_route[N_CITIES]; static int third_route[N_CITIES]; static void do_all_perms(int *route, int n); void exhaustive_search() { static int initial_route[N_CITIES] = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}; printf("\n# "); fflush(stdout); #if 0 system("date"); #endif fflush(stdout); do_all_perms(initial_route, 1); printf("\n# "); fflush(stdout); #if 0 system("date"); #endif /* 0 */ fflush(stdout); printf("# exhaustive best route: "); Ptsp(best_route); printf("\n# its energy is: %g\n", best_E); printf("# exhaustive second_best route: "); Ptsp(second_route); printf("\n# its energy is: %g\n", second_E); printf("# exhaustive third_best route: "); Ptsp(third_route); printf("\n# its energy is: %g\n", third_E); } /* James Theiler's recursive algorithm for generating all routes */ static void do_all_perms(int *route, int n) { if (n == (N_CITIES-1)) { /* do it! calculate the energy/cost for that route */ double E; E = Etsp(route); /* TSP energy function */ /* now save the best 3 energies and routes */ if (E < best_E) { third_E = second_E; memcpy(third_route, second_route, N_CITIES*sizeof(*route)); second_E = best_E; memcpy(second_route, best_route, N_CITIES*sizeof(*route)); best_E = E; memcpy(best_route, route, N_CITIES*sizeof(*route)); } else if (E < second_E) { third_E = second_E; memcpy(third_route, second_route, N_CITIES*sizeof(*route)); second_E = E; memcpy(second_route, route, N_CITIES*sizeof(*route)); } else if (E < third_E) { third_E = E; memcpy(route, third_route, N_CITIES*sizeof(*route)); } } else { int new_route[N_CITIES]; unsigned int j; int swap_tmp; memcpy(new_route, route, N_CITIES*sizeof(*route)); for (j = n; j < N_CITIES; ++j) { swap_tmp = new_route[j]; new_route[j] = new_route[n]; new_route[n] = swap_tmp; do_all_perms(new_route, n+1); } } }