/***************************************************/ /* Sobol sub-random vector sequence generator */ /***************************************************/ /* Code is an expression of the algorithm decsribed in */ /* the SSOBOL.F fortran source file, with additional */ /* guidance from "Numerical Recipes in C", by W.H.Press, B.P.Flannery, */ /* S.A.Teukolsky & W.T.Vetterling. */ /* * Copyright 2002 Graeme W. Gill * All rights reserved. * * This material is licenced under the GNU AFFERO GENERAL PUBLIC LICENSE Version 3 :- * see the License.txt file for licencing details. */ #include "numsup.h" #include "sobol.h" /* * The array poly gives successive primitive * polynomials coded in binary, e.g. 45 = 100101 * has bits 5, 2, and 0 set (counting from the * right) and therefore represents X**5 + X**2 + X**0 * These polynomials are in the order used by * sobol in ussr comput. maths. math. phys. 16 (1977), * 236-242. */ static int sobol_poly[SOBOL_MAXDIM] = { 1, 3, 7, 11, 13, 19, 25, 37, 59, 47, 61, 55, 41, 67, 97, 91, 109, 103, 115, 131, 193, 137, 145, 143, 241, 157, 185, 167, 229, 171, 213, 191, 253, 203, 211, 239, 247, 285, 369, 299 }; /* * The initialization of the array vinit is from * Sobol and Levitan, the production of points uniformly * distributed in a multidimensional cube (in Russian), * preprint ipm akad. nauk sssr, no. 40, moscow 1976. * For a polynomial of degree m, m initial * values are needed : these are the values given here. * subsequent values are calculated during initialisation. */ static int vinit[8][SOBOL_MAXDIM] = { { 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 }, { 0, 0, 1, 3, 1, 3, 1, 3, 3, 1, 3, 1, 3, 1, 3, 1, 1, 3, 1, 3, 1, 3, 1, 3, 3, 1, 3, 1, 3, 1, 3, 1, 1, 3, 1, 3, 1, 3, 1, 3 }, { 0, 0, 0, 7, 5, 1, 3, 3, 7, 5, 5, 7, 7, 1, 3, 3, 7, 5, 1, 1, 5, 3, 3, 1, 7, 5, 1, 3, 3, 7, 5, 1, 1, 5, 7, 7, 5, 1, 3, 3 }, { 0, 0, 0, 0, 0, 1, 7, 9, 13, 11, 1, 3, 7, 9, 5, 13, 13, 11, 3, 15, 5, 3, 15, 7, 9, 13, 9, 1, 11, 7, 5, 15, 1, 15, 11, 5, 3, 1, 7, 9 }, { 0, 0, 0, 0, 0, 0, 0, 9, 3, 27, 15, 29, 21, 23, 19, 11, 25, 7, 13, 17, 1, 25, 29, 3, 31, 11, 5, 23, 27, 19, 21, 5, 1, 17, 13, 7, 15, 9, 31, 9 }, { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 37, 33, 7, 5, 11, 39, 63, 27, 17, 15, 23, 29, 3, 21, 13, 31, 25, 9, 49, 33, 19, 29, 11, 19, 27, 15, 25 }, { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 13, 33, 115, 41, 79, 17, 29, 119, 75, 73, 105, 7, 59, 65, 21, 3, 113, 61, 89, 45, 107 }, { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 23, 39 } }; /* Get the next sobol vector */ /* return nz if we've run out */ static int next_sobol(sobol *s, double * v) { int i, p; unsigned int c; s->count++; /* Find the position of the right-hand zero in count */ for (c = s->count, p = 0; (c & 1) == 0; p++, c >>= 1) ; if(p > SOBOL_MAXBIT) return 1; /* Run out */ for (i = 0; i < s->dim; i++) { s->lastq[i] ^= s->dir[p][i]; v[i] = s->lastq[i] * s->recipd; } return 0; } /* Free up the object */ static void del_sobol(sobol *s) { if (s != NULL) free(s); } /* reset the count */ static void reset_sobol(sobol *s) { int i; /* Set up first vector and values */ s->count = 0; for (i = 0; i < s->dim; i++) s->lastq[i] = 0; } /* Return NULL on error */ sobol *new_sobol(int dim) { sobol *s = NULL; int i, j, p; if (dim < 1 || dim > SOBOL_MAXDIM) { return NULL; } if ((s = (sobol *)malloc(sizeof(sobol))) == NULL) { return NULL; } s->dim = dim; s->next = next_sobol; s->reset = reset_sobol; s->del = del_sobol; /* Initialize the direction table */ for (i = 0; i < dim; i++) { if (i == 0) { for (j = 0; j < SOBOL_MAXBIT; j++) s->dir[j][i] = 1; } else { int m; /* Degree */ int pm; /* Polinomial mask */ /* Find degree of polynomial from binary encoding */ for (m = 0, pm = sobol_poly[i] >> 1; pm != 0; m++, pm >>= 1) ; /* The leading elements of row i come from vinit[][] */ for (j = 0; j < m; j++) { s->dir[j][i] = vinit[j][i]; } /* Calculate remaining elements of row i as explained */ /* in bratley and fox, section 2 */ pm = sobol_poly[i]; for (j = m; j < SOBOL_MAXBIT; j++) { int k; int newv = s->dir[j-m][i]; for (k = 0; k < m; k++) { if (pm & (1 << (m-k-1))) { newv ^= s->dir[j-k-1][i] << (k+1); } } s->dir[j][i] = newv; } } } /* Multiply columns of v by appropriate power of 2 */ for (p = 2, j = SOBOL_MAXBIT-2; j >= 0; j--, p <<= 1) { for (i = 0; i < dim; i++) s->dir[j][i] *= p; } /* recipd is 1/(common denominator of the elements in v) */ s->recipd = 1.0/(1 << SOBOL_MAXBIT); /* Set up first vector and values */ s->count = 0; for (i = 0; i < dim; i++) s->lastq[i] = 0; return s; }