/************************************************************************** ** ** Copyright (C) 1993 David E. Steward & Zbigniew Leyk, all rights reserved. ** ** Meschach Library ** ** This Meschach Library is provided "as is" without any express ** or implied warranty of any kind with respect to this software. ** In particular the authors shall not be liable for any direct, ** indirect, special, incidental or consequential damages arising ** in any way from use of the software. ** ** Everyone is granted permission to copy, modify and redistribute this ** Meschach Library, provided: ** 1. All copies contain this copyright notice. ** 2. All modified copies shall carry a notice stating who ** made the last modification and the date of such modification. ** 3. No charge is made for this software or works derived from it. ** This clause shall not be construed as constraining other software ** distributed on the same medium as this software, nor is a ** distribution fee considered a charge. ** ***************************************************************************/ /* File containing routines for symmetric eigenvalue problems */ #include #include #include "matrix1.h" #include "matrix2.h" static char rcsid[] = "$Id: symmeig.c,v 1.5 1994/02/16 03:23:39 des Exp $"; #define SQRT2 1.4142135623730949 #define sgn(x) ( (x) >= 0 ? 1 : -1 ) /* trieig -- finds eigenvalues of symmetric tridiagonal matrices -- matrix represented by a pair of vectors a (diag entries) and b (sub- & super-diag entries) -- eigenvalues in a on return */ VEC *trieig(a,b,Q) VEC *a, *b; MAT *Q; { int i, i_min, i_max, n, split; Real *a_ve, *b_ve; Real b_sqr, bk, ak1, bk1, ak2, bk2, z; Real c, c2, cs, s, s2, d, mu; if ( ! a || ! b ) error(E_NULL,"trieig"); if ( a->dim != b->dim + 1 || ( Q && Q->m != a->dim ) ) error(E_SIZES,"trieig"); if ( Q && Q->m != Q->n ) error(E_SQUARE,"trieig"); n = a->dim; a_ve = a->ve; b_ve = b->ve; i_min = 0; while ( i_min < n ) /* outer while loop */ { /* find i_max to suit; submatrix i_min..i_max should be irreducible */ i_max = n-1; for ( i = i_min; i < n-1; i++ ) if ( b_ve[i] == 0.0 ) { i_max = i; break; } if ( i_max <= i_min ) { /* printf("# i_min = %d, i_max = %d\n",i_min,i_max); */ i_min = i_max + 1; continue; /* outer while loop */ } /* printf("# i_min = %d, i_max = %d\n",i_min,i_max); */ /* repeatedly perform QR method until matrix splits */ split = FALSE; while ( ! split ) /* inner while loop */ { /* find Wilkinson shift */ d = (a_ve[i_max-1] - a_ve[i_max])/2; b_sqr = b_ve[i_max-1]*b_ve[i_max-1]; mu = a_ve[i_max] - b_sqr/(d + sgn(d)*sqrt(d*d+b_sqr)); /* printf("# Wilkinson shift = %g\n",mu); */ /* initial Givens' rotation */ givens(a_ve[i_min]-mu,b_ve[i_min],&c,&s); s = -s; /* printf("# c = %g, s = %g\n",c,s); */ if ( fabs(c) < SQRT2 ) { c2 = c*c; s2 = 1-c2; } else { s2 = s*s; c2 = 1-s2; } cs = c*s; ak1 = c2*a_ve[i_min]+s2*a_ve[i_min+1]-2*cs*b_ve[i_min]; bk1 = cs*(a_ve[i_min]-a_ve[i_min+1]) + (c2-s2)*b_ve[i_min]; ak2 = s2*a_ve[i_min]+c2*a_ve[i_min+1]+2*cs*b_ve[i_min]; bk2 = ( i_min < i_max-1 ) ? c*b_ve[i_min+1] : 0.0; z = ( i_min < i_max-1 ) ? -s*b_ve[i_min+1] : 0.0; a_ve[i_min] = ak1; a_ve[i_min+1] = ak2; b_ve[i_min] = bk1; if ( i_min < i_max-1 ) b_ve[i_min+1] = bk2; if ( Q ) rot_cols(Q,i_min,i_min+1,c,-s,Q); /* printf("# z = %g\n",z); */ /* printf("# a [temp1] =\n"); v_output(a); */ /* printf("# b [temp1] =\n"); v_output(b); */ for ( i = i_min+1; i < i_max; i++ ) { /* get Givens' rotation for sub-block -- k == i-1 */ givens(b_ve[i-1],z,&c,&s); s = -s; /* printf("# c = %g, s = %g\n",c,s); */ /* perform Givens' rotation on sub-block */ if ( fabs(c) < SQRT2 ) { c2 = c*c; s2 = 1-c2; } else { s2 = s*s; c2 = 1-s2; } cs = c*s; bk = c*b_ve[i-1] - s*z; ak1 = c2*a_ve[i]+s2*a_ve[i+1]-2*cs*b_ve[i]; bk1 = cs*(a_ve[i]-a_ve[i+1]) + (c2-s2)*b_ve[i]; ak2 = s2*a_ve[i]+c2*a_ve[i+1]+2*cs*b_ve[i]; bk2 = ( i+1 < i_max ) ? c*b_ve[i+1] : 0.0; z = ( i+1 < i_max ) ? -s*b_ve[i+1] : 0.0; a_ve[i] = ak1; a_ve[i+1] = ak2; b_ve[i] = bk1; if ( i < i_max-1 ) b_ve[i+1] = bk2; if ( i > i_min ) b_ve[i-1] = bk; if ( Q ) rot_cols(Q,i,i+1,c,-s,Q); /* printf("# a [temp2] =\n"); v_output(a); */ /* printf("# b [temp2] =\n"); v_output(b); */ } /* test to see if matrix should be split */ for ( i = i_min; i < i_max; i++ ) if ( fabs(b_ve[i]) < MACHEPS* (fabs(a_ve[i])+fabs(a_ve[i+1])) ) { b_ve[i] = 0.0; split = TRUE; } /* printf("# a =\n"); v_output(a); */ /* printf("# b =\n"); v_output(b); */ } } return a; } /* symmeig -- computes eigenvalues of a dense symmetric matrix -- A **must** be symmetric on entry -- eigenvalues stored in out -- Q contains orthogonal matrix of eigenvectors -- returns vector of eigenvalues */ VEC *symmeig(A,Q,out) MAT *A, *Q; VEC *out; { int i; static MAT *tmp = MNULL; static VEC *b = VNULL, *diag = VNULL, *beta = VNULL; if ( ! A ) error(E_NULL,"symmeig"); if ( A->m != A->n ) error(E_SQUARE,"symmeig"); if ( ! out || out->dim != A->m ) out = v_resize(out,A->m); tmp = m_copy(A,tmp); b = v_resize(b,A->m - 1); diag = v_resize(diag,(u_int)A->m); beta = v_resize(beta,(u_int)A->m); MEM_STAT_REG(tmp,TYPE_MAT); MEM_STAT_REG(b,TYPE_VEC); MEM_STAT_REG(diag,TYPE_VEC); MEM_STAT_REG(beta,TYPE_VEC); Hfactor(tmp,diag,beta); if ( Q ) makeHQ(tmp,diag,beta,Q); for ( i = 0; i < A->m - 1; i++ ) { out->ve[i] = tmp->me[i][i]; b->ve[i] = tmp->me[i][i+1]; } out->ve[i] = tmp->me[i][i]; trieig(out,b,Q); return out; }