gsl_eigen.h 13 KB

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  1. /* eigen/gsl_eigen.h
  2. *
  3. * Copyright (C) 1996, 1997, 1998, 1999, 2000, 2006, 2007 Gerard Jungman, Brian Gough, Patrick Alken
  4. *
  5. * This program is free software; you can redistribute it and/or modify
  6. * it under the terms of the GNU General Public License as published by
  7. * the Free Software Foundation; either version 3 of the License, or (at
  8. * your option) any later version.
  9. *
  10. * This program is distributed in the hope that it will be useful, but
  11. * WITHOUT ANY WARRANTY; without even the implied warranty of
  12. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
  13. * General Public License for more details.
  14. *
  15. * You should have received a copy of the GNU General Public License
  16. * along with this program; if not, write to the Free Software
  17. * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
  18. */
  19. #ifndef __GSL_EIGEN_H__
  20. #define __GSL_EIGEN_H__
  21. #include "gsl_vector.h"
  22. #include "gsl_matrix.h"
  23. #undef __BEGIN_DECLS
  24. #undef __END_DECLS
  25. #ifdef __cplusplus
  26. # define __BEGIN_DECLS extern "C" {
  27. # define __END_DECLS }
  28. #else
  29. # define __BEGIN_DECLS /* empty */
  30. # define __END_DECLS /* empty */
  31. #endif
  32. __BEGIN_DECLS
  33. typedef struct {
  34. size_t size;
  35. double * d;
  36. double * sd;
  37. } gsl_eigen_symm_workspace;
  38. gsl_eigen_symm_workspace * gsl_eigen_symm_alloc (const size_t n);
  39. void gsl_eigen_symm_free (gsl_eigen_symm_workspace * w);
  40. int gsl_eigen_symm (gsl_matrix * A, gsl_vector * eval, gsl_eigen_symm_workspace * w);
  41. typedef struct {
  42. size_t size;
  43. double * d;
  44. double * sd;
  45. double * gc;
  46. double * gs;
  47. } gsl_eigen_symmv_workspace;
  48. gsl_eigen_symmv_workspace * gsl_eigen_symmv_alloc (const size_t n);
  49. void gsl_eigen_symmv_free (gsl_eigen_symmv_workspace * w);
  50. int gsl_eigen_symmv (gsl_matrix * A, gsl_vector * eval, gsl_matrix * evec, gsl_eigen_symmv_workspace * w);
  51. typedef struct {
  52. size_t size;
  53. double * d;
  54. double * sd;
  55. double * tau;
  56. } gsl_eigen_herm_workspace;
  57. gsl_eigen_herm_workspace * gsl_eigen_herm_alloc (const size_t n);
  58. void gsl_eigen_herm_free (gsl_eigen_herm_workspace * w);
  59. int gsl_eigen_herm (gsl_matrix_complex * A, gsl_vector * eval,
  60. gsl_eigen_herm_workspace * w);
  61. typedef struct {
  62. size_t size;
  63. double * d;
  64. double * sd;
  65. double * tau;
  66. double * gc;
  67. double * gs;
  68. } gsl_eigen_hermv_workspace;
  69. gsl_eigen_hermv_workspace * gsl_eigen_hermv_alloc (const size_t n);
  70. void gsl_eigen_hermv_free (gsl_eigen_hermv_workspace * w);
  71. int gsl_eigen_hermv (gsl_matrix_complex * A, gsl_vector * eval,
  72. gsl_matrix_complex * evec,
  73. gsl_eigen_hermv_workspace * w);
  74. typedef struct {
  75. size_t size; /* matrix size */
  76. size_t max_iterations; /* max iterations since last eigenvalue found */
  77. size_t n_iter; /* number of iterations since last eigenvalue found */
  78. size_t n_evals; /* number of eigenvalues found so far */
  79. int compute_t; /* compute Schur form T = Z^t A Z */
  80. gsl_matrix *H; /* pointer to Hessenberg matrix */
  81. gsl_matrix *Z; /* pointer to Schur vector matrix */
  82. } gsl_eigen_francis_workspace;
  83. gsl_eigen_francis_workspace * gsl_eigen_francis_alloc (void);
  84. void gsl_eigen_francis_free (gsl_eigen_francis_workspace * w);
  85. void gsl_eigen_francis_T (const int compute_t,
  86. gsl_eigen_francis_workspace * w);
  87. int gsl_eigen_francis (gsl_matrix * H, gsl_vector_complex * eval,
  88. gsl_eigen_francis_workspace * w);
  89. int gsl_eigen_francis_Z (gsl_matrix * H, gsl_vector_complex * eval,
  90. gsl_matrix * Z,
  91. gsl_eigen_francis_workspace * w);
  92. typedef struct {
  93. size_t size; /* size of matrices */
  94. gsl_vector *diag; /* diagonal matrix elements from balancing */
  95. gsl_vector *tau; /* Householder coefficients */
  96. gsl_matrix *Z; /* pointer to Z matrix */
  97. int do_balance; /* perform balancing transformation? */
  98. size_t n_evals; /* number of eigenvalues found */
  99. gsl_eigen_francis_workspace *francis_workspace_p;
  100. } gsl_eigen_nonsymm_workspace;
  101. gsl_eigen_nonsymm_workspace * gsl_eigen_nonsymm_alloc (const size_t n);
  102. void gsl_eigen_nonsymm_free (gsl_eigen_nonsymm_workspace * w);
  103. void gsl_eigen_nonsymm_params (const int compute_t, const int balance,
  104. gsl_eigen_nonsymm_workspace *w);
  105. int gsl_eigen_nonsymm (gsl_matrix * A, gsl_vector_complex * eval,
  106. gsl_eigen_nonsymm_workspace * w);
  107. int gsl_eigen_nonsymm_Z (gsl_matrix * A, gsl_vector_complex * eval,
  108. gsl_matrix * Z, gsl_eigen_nonsymm_workspace * w);
  109. typedef struct {
  110. size_t size; /* size of matrices */
  111. gsl_vector *work; /* scratch workspace */
  112. gsl_vector *work2; /* scratch workspace */
  113. gsl_vector *work3; /* scratch workspace */
  114. gsl_matrix *Z; /* pointer to Schur vectors */
  115. gsl_eigen_nonsymm_workspace *nonsymm_workspace_p;
  116. } gsl_eigen_nonsymmv_workspace;
  117. gsl_eigen_nonsymmv_workspace * gsl_eigen_nonsymmv_alloc (const size_t n);
  118. void gsl_eigen_nonsymmv_free (gsl_eigen_nonsymmv_workspace * w);
  119. int gsl_eigen_nonsymmv (gsl_matrix * A, gsl_vector_complex * eval,
  120. gsl_matrix_complex * evec,
  121. gsl_eigen_nonsymmv_workspace * w);
  122. int gsl_eigen_nonsymmv_Z (gsl_matrix * A, gsl_vector_complex * eval,
  123. gsl_matrix_complex * evec, gsl_matrix * Z,
  124. gsl_eigen_nonsymmv_workspace * w);
  125. typedef struct {
  126. size_t size; /* size of matrices */
  127. gsl_eigen_symm_workspace *symm_workspace_p;
  128. } gsl_eigen_gensymm_workspace;
  129. gsl_eigen_gensymm_workspace * gsl_eigen_gensymm_alloc (const size_t n);
  130. void gsl_eigen_gensymm_free (gsl_eigen_gensymm_workspace * w);
  131. int gsl_eigen_gensymm (gsl_matrix * A, gsl_matrix * B,
  132. gsl_vector * eval, gsl_eigen_gensymm_workspace * w);
  133. int gsl_eigen_gensymm_standardize (gsl_matrix * A, const gsl_matrix * B);
  134. typedef struct {
  135. size_t size; /* size of matrices */
  136. gsl_eigen_symmv_workspace *symmv_workspace_p;
  137. } gsl_eigen_gensymmv_workspace;
  138. gsl_eigen_gensymmv_workspace * gsl_eigen_gensymmv_alloc (const size_t n);
  139. void gsl_eigen_gensymmv_free (gsl_eigen_gensymmv_workspace * w);
  140. int gsl_eigen_gensymmv (gsl_matrix * A, gsl_matrix * B,
  141. gsl_vector * eval, gsl_matrix * evec,
  142. gsl_eigen_gensymmv_workspace * w);
  143. typedef struct {
  144. size_t size; /* size of matrices */
  145. gsl_eigen_herm_workspace *herm_workspace_p;
  146. } gsl_eigen_genherm_workspace;
  147. gsl_eigen_genherm_workspace * gsl_eigen_genherm_alloc (const size_t n);
  148. void gsl_eigen_genherm_free (gsl_eigen_genherm_workspace * w);
  149. int gsl_eigen_genherm (gsl_matrix_complex * A, gsl_matrix_complex * B,
  150. gsl_vector * eval, gsl_eigen_genherm_workspace * w);
  151. int gsl_eigen_genherm_standardize (gsl_matrix_complex * A,
  152. const gsl_matrix_complex * B);
  153. typedef struct {
  154. size_t size; /* size of matrices */
  155. gsl_eigen_hermv_workspace *hermv_workspace_p;
  156. } gsl_eigen_genhermv_workspace;
  157. gsl_eigen_genhermv_workspace * gsl_eigen_genhermv_alloc (const size_t n);
  158. void gsl_eigen_genhermv_free (gsl_eigen_genhermv_workspace * w);
  159. int gsl_eigen_genhermv (gsl_matrix_complex * A, gsl_matrix_complex * B,
  160. gsl_vector * eval, gsl_matrix_complex * evec,
  161. gsl_eigen_genhermv_workspace * w);
  162. typedef struct {
  163. size_t size; /* size of matrices */
  164. gsl_vector *work; /* scratch workspace */
  165. size_t n_evals; /* number of eigenvalues found */
  166. size_t max_iterations; /* maximum QZ iterations allowed */
  167. size_t n_iter; /* number of iterations since last eigenvalue found */
  168. double eshift; /* exceptional shift counter */
  169. int needtop; /* need to compute top index? */
  170. double atol; /* tolerance for splitting A matrix */
  171. double btol; /* tolerance for splitting B matrix */
  172. double ascale; /* scaling factor for shifts */
  173. double bscale; /* scaling factor for shifts */
  174. gsl_matrix *H; /* pointer to hessenberg matrix */
  175. gsl_matrix *R; /* pointer to upper triangular matrix */
  176. int compute_s; /* compute generalized Schur form S */
  177. int compute_t; /* compute generalized Schur form T */
  178. gsl_matrix *Q; /* pointer to left Schur vectors */
  179. gsl_matrix *Z; /* pointer to right Schur vectors */
  180. } gsl_eigen_gen_workspace;
  181. gsl_eigen_gen_workspace * gsl_eigen_gen_alloc (const size_t n);
  182. void gsl_eigen_gen_free (gsl_eigen_gen_workspace * w);
  183. void gsl_eigen_gen_params (const int compute_s, const int compute_t,
  184. const int balance, gsl_eigen_gen_workspace * w);
  185. int gsl_eigen_gen (gsl_matrix * A, gsl_matrix * B,
  186. gsl_vector_complex * alpha, gsl_vector * beta,
  187. gsl_eigen_gen_workspace * w);
  188. int gsl_eigen_gen_QZ (gsl_matrix * A, gsl_matrix * B,
  189. gsl_vector_complex * alpha, gsl_vector * beta,
  190. gsl_matrix * Q, gsl_matrix * Z,
  191. gsl_eigen_gen_workspace * w);
  192. typedef struct {
  193. size_t size; /* size of matrices */
  194. gsl_vector *work1; /* 1-norm of columns of A */
  195. gsl_vector *work2; /* 1-norm of columns of B */
  196. gsl_vector *work3; /* real part of eigenvector */
  197. gsl_vector *work4; /* imag part of eigenvector */
  198. gsl_vector *work5; /* real part of back-transformed eigenvector */
  199. gsl_vector *work6; /* imag part of back-transformed eigenvector */
  200. gsl_matrix *Q; /* pointer to left Schur vectors */
  201. gsl_matrix *Z; /* pointer to right Schur vectors */
  202. gsl_eigen_gen_workspace *gen_workspace_p;
  203. } gsl_eigen_genv_workspace;
  204. gsl_eigen_genv_workspace * gsl_eigen_genv_alloc (const size_t n);
  205. void gsl_eigen_genv_free (gsl_eigen_genv_workspace * w);
  206. int gsl_eigen_genv (gsl_matrix * A, gsl_matrix * B,
  207. gsl_vector_complex * alpha, gsl_vector * beta,
  208. gsl_matrix_complex * evec,
  209. gsl_eigen_genv_workspace * w);
  210. int gsl_eigen_genv_QZ (gsl_matrix * A, gsl_matrix * B,
  211. gsl_vector_complex * alpha, gsl_vector * beta,
  212. gsl_matrix_complex * evec,
  213. gsl_matrix * Q, gsl_matrix * Z,
  214. gsl_eigen_genv_workspace * w);
  215. typedef enum {
  216. GSL_EIGEN_SORT_VAL_ASC,
  217. GSL_EIGEN_SORT_VAL_DESC,
  218. GSL_EIGEN_SORT_ABS_ASC,
  219. GSL_EIGEN_SORT_ABS_DESC
  220. }
  221. gsl_eigen_sort_t;
  222. /* Sort eigensystem results based on eigenvalues.
  223. * Sorts in order of increasing value or increasing
  224. * absolute value.
  225. *
  226. * exceptions: GSL_EBADLEN
  227. */
  228. int gsl_eigen_symmv_sort(gsl_vector * eval, gsl_matrix * evec,
  229. gsl_eigen_sort_t sort_type);
  230. int gsl_eigen_hermv_sort(gsl_vector * eval, gsl_matrix_complex * evec,
  231. gsl_eigen_sort_t sort_type);
  232. int gsl_eigen_nonsymmv_sort(gsl_vector_complex * eval,
  233. gsl_matrix_complex * evec,
  234. gsl_eigen_sort_t sort_type);
  235. int gsl_eigen_gensymmv_sort (gsl_vector * eval, gsl_matrix * evec,
  236. gsl_eigen_sort_t sort_type);
  237. int gsl_eigen_genhermv_sort (gsl_vector * eval, gsl_matrix_complex * evec,
  238. gsl_eigen_sort_t sort_type);
  239. int gsl_eigen_genv_sort (gsl_vector_complex * alpha, gsl_vector * beta,
  240. gsl_matrix_complex * evec,
  241. gsl_eigen_sort_t sort_type);
  242. /* Prototypes for the schur module */
  243. int gsl_schur_gen_eigvals(const gsl_matrix *A, const gsl_matrix *B,
  244. double *wr1, double *wr2, double *wi,
  245. double *scale1, double *scale2);
  246. int gsl_schur_solve_equation(double ca, const gsl_matrix *A, double z,
  247. double d1, double d2, const gsl_vector *b,
  248. gsl_vector *x, double *s, double *xnorm,
  249. double smin);
  250. int gsl_schur_solve_equation_z(double ca, const gsl_matrix *A,
  251. gsl_complex *z, double d1, double d2,
  252. const gsl_vector_complex *b,
  253. gsl_vector_complex *x, double *s,
  254. double *xnorm, double smin);
  255. /* The following functions are obsolete: */
  256. /* Eigensolve by Jacobi Method
  257. *
  258. * The data in the matrix input is destroyed.
  259. *
  260. * exceptions:
  261. */
  262. int
  263. gsl_eigen_jacobi(gsl_matrix * matrix,
  264. gsl_vector * eval,
  265. gsl_matrix * evec,
  266. unsigned int max_rot,
  267. unsigned int * nrot);
  268. /* Invert by Jacobi Method
  269. *
  270. * exceptions:
  271. */
  272. int
  273. gsl_eigen_invert_jacobi(const gsl_matrix * matrix,
  274. gsl_matrix * ainv,
  275. unsigned int max_rot);
  276. __END_DECLS
  277. #endif /* __GSL_EIGEN_H__ */