1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
|
*> \brief <b> DGEES computes the eigenvalues, the Schur form, and, optionally, the matrix of Schur vectors for GE matrices</b>
*
* =========== DOCUMENTATION ===========
*
* Online html documentation available at
* http://www.netlib.org/lapack/explore-html/
*
*> \htmlonly
*> Download DGEES + dependencies
*> <a href="http://www.netlib.org/cgi-bin/netlibfiles.tgz?format=tgz&filename=/lapack/lapack_routine/dgees.f">
*> [TGZ]</a>
*> <a href="http://www.netlib.org/cgi-bin/netlibfiles.zip?format=zip&filename=/lapack/lapack_routine/dgees.f">
*> [ZIP]</a>
*> <a href="http://www.netlib.org/cgi-bin/netlibfiles.txt?format=txt&filename=/lapack/lapack_routine/dgees.f">
*> [TXT]</a>
*> \endhtmlonly
*
* Definition:
* ===========
*
* SUBROUTINE DGEES( JOBVS, SORT, SELECT, N, A, LDA, SDIM, WR, WI,
* VS, LDVS, WORK, LWORK, BWORK, INFO )
*
* .. Scalar Arguments ..
* CHARACTER JOBVS, SORT
* INTEGER INFO, LDA, LDVS, LWORK, N, SDIM
* ..
* .. Array Arguments ..
* LOGICAL BWORK( * )
* DOUBLE PRECISION A( LDA, * ), VS( LDVS, * ), WI( * ), WORK( * ),
* $ WR( * )
* ..
* .. Function Arguments ..
* LOGICAL SELECT
* EXTERNAL SELECT
* ..
*
*
*> \par Purpose:
* =============
*>
*> \verbatim
*>
*> DGEES computes for an N-by-N real nonsymmetric matrix A, the
*> eigenvalues, the real Schur form T, and, optionally, the matrix of
*> Schur vectors Z. This gives the Schur factorization A = Z*T*(Z**T).
*>
*> Optionally, it also orders the eigenvalues on the diagonal of the
*> real Schur form so that selected eigenvalues are at the top left.
*> The leading columns of Z then form an orthonormal basis for the
*> invariant subspace corresponding to the selected eigenvalues.
*>
*> A matrix is in real Schur form if it is upper quasi-triangular with
*> 1-by-1 and 2-by-2 blocks. 2-by-2 blocks will be standardized in the
*> form
*> [ a b ]
*> [ c a ]
*>
*> where b*c < 0. The eigenvalues of such a block are a +- sqrt(bc).
*> \endverbatim
*
* Arguments:
* ==========
*
*> \param[in] JOBVS
*> \verbatim
*> JOBVS is CHARACTER*1
*> = 'N': Schur vectors are not computed;
*> = 'V': Schur vectors are computed.
*> \endverbatim
*>
*> \param[in] SORT
*> \verbatim
*> SORT is CHARACTER*1
*> Specifies whether or not to order the eigenvalues on the
*> diagonal of the Schur form.
*> = 'N': Eigenvalues are not ordered;
*> = 'S': Eigenvalues are ordered (see SELECT).
*> \endverbatim
*>
*> \param[in] SELECT
*> \verbatim
*> SELECT is a LOGICAL FUNCTION of two DOUBLE PRECISION arguments
*> SELECT must be declared EXTERNAL in the calling subroutine.
*> If SORT = 'S', SELECT is used to select eigenvalues to sort
*> to the top left of the Schur form.
*> If SORT = 'N', SELECT is not referenced.
*> An eigenvalue WR(j)+sqrt(-1)*WI(j) is selected if
*> SELECT(WR(j),WI(j)) is true; i.e., if either one of a complex
*> conjugate pair of eigenvalues is selected, then both complex
*> eigenvalues are selected.
*> Note that a selected complex eigenvalue may no longer
*> satisfy SELECT(WR(j),WI(j)) = .TRUE. after ordering, since
*> ordering may change the value of complex eigenvalues
*> (especially if the eigenvalue is ill-conditioned); in this
*> case INFO is set to N+2 (see INFO below).
*> \endverbatim
*>
*> \param[in] N
*> \verbatim
*> N is INTEGER
*> The order of the matrix A. N >= 0.
*> \endverbatim
*>
*> \param[in,out] A
*> \verbatim
*> A is DOUBLE PRECISION array, dimension (LDA,N)
*> On entry, the N-by-N matrix A.
*> On exit, A has been overwritten by its real Schur form T.
*> \endverbatim
*>
*> \param[in] LDA
*> \verbatim
*> LDA is INTEGER
*> The leading dimension of the array A. LDA >= max(1,N).
*> \endverbatim
*>
*> \param[out] SDIM
*> \verbatim
*> SDIM is INTEGER
*> If SORT = 'N', SDIM = 0.
*> If SORT = 'S', SDIM = number of eigenvalues (after sorting)
*> for which SELECT is true. (Complex conjugate
*> pairs for which SELECT is true for either
*> eigenvalue count as 2.)
*> \endverbatim
*>
*> \param[out] WR
*> \verbatim
*> WR is DOUBLE PRECISION array, dimension (N)
*> \endverbatim
*>
*> \param[out] WI
*> \verbatim
*> WI is DOUBLE PRECISION array, dimension (N)
*> WR and WI contain the real and imaginary parts,
*> respectively, of the computed eigenvalues in the same order
*> that they appear on the diagonal of the output Schur form T.
*> Complex conjugate pairs of eigenvalues will appear
*> consecutively with the eigenvalue having the positive
*> imaginary part first.
*> \endverbatim
*>
*> \param[out] VS
*> \verbatim
*> VS is DOUBLE PRECISION array, dimension (LDVS,N)
*> If JOBVS = 'V', VS contains the orthogonal matrix Z of Schur
*> vectors.
*> If JOBVS = 'N', VS is not referenced.
*> \endverbatim
*>
*> \param[in] LDVS
*> \verbatim
*> LDVS is INTEGER
*> The leading dimension of the array VS. LDVS >= 1; if
*> JOBVS = 'V', LDVS >= N.
*> \endverbatim
*>
*> \param[out] WORK
*> \verbatim
*> WORK is DOUBLE PRECISION array, dimension (MAX(1,LWORK))
*> On exit, if INFO = 0, WORK(1) contains the optimal LWORK.
*> \endverbatim
*>
*> \param[in] LWORK
*> \verbatim
*> LWORK is INTEGER
*> The dimension of the array WORK. LWORK >= max(1,3*N).
*> For good performance, LWORK must generally be larger.
*>
*> If LWORK = -1, then a workspace query is assumed; the routine
*> only calculates the optimal size of the WORK array, returns
*> this value as the first entry of the WORK array, and no error
*> message related to LWORK is issued by XERBLA.
*> \endverbatim
*>
*> \param[out] BWORK
*> \verbatim
*> BWORK is LOGICAL array, dimension (N)
*> Not referenced if SORT = 'N'.
*> \endverbatim
*>
*> \param[out] INFO
*> \verbatim
*> INFO is INTEGER
*> = 0: successful exit
*> < 0: if INFO = -i, the i-th argument had an illegal value.
*> > 0: if INFO = i, and i is
*> <= N: the QR algorithm failed to compute all the
*> eigenvalues; elements 1:ILO-1 and i+1:N of WR and WI
*> contain those eigenvalues which have converged; if
*> JOBVS = 'V', VS contains the matrix which reduces A
*> to its partially converged Schur form.
*> = N+1: the eigenvalues could not be reordered because some
*> eigenvalues were too close to separate (the problem
*> is very ill-conditioned);
*> = N+2: after reordering, roundoff changed values of some
*> complex eigenvalues so that leading eigenvalues in
*> the Schur form no longer satisfy SELECT=.TRUE. This
*> could also be caused by underflow due to scaling.
*> \endverbatim
*
* Authors:
* ========
*
*> \author Univ. of Tennessee
*> \author Univ. of California Berkeley
*> \author Univ. of Colorado Denver
*> \author NAG Ltd.
*
*> \date December 2016
*
*> \ingroup doubleGEeigen
*
* =====================================================================
SUBROUTINE DGEES( JOBVS, SORT, SELECT, N, A, LDA, SDIM, WR, WI,
$ VS, LDVS, WORK, LWORK, BWORK, INFO )
*
* -- LAPACK driver routine (version 3.7.0) --
* -- LAPACK is a software package provided by Univ. of Tennessee, --
* -- Univ. of California Berkeley, Univ. of Colorado Denver and NAG Ltd..--
* December 2016
*
* .. Scalar Arguments ..
CHARACTER JOBVS, SORT
INTEGER INFO, LDA, LDVS, LWORK, N, SDIM
* ..
* .. Array Arguments ..
LOGICAL BWORK( * )
DOUBLE PRECISION A( LDA, * ), VS( LDVS, * ), WI( * ), WORK( * ),
$ WR( * )
* ..
* .. Function Arguments ..
LOGICAL SELECT
EXTERNAL SELECT
* ..
*
* =====================================================================
*
* .. Parameters ..
DOUBLE PRECISION ZERO, ONE
PARAMETER ( ZERO = 0.0D0, ONE = 1.0D0 )
* ..
* .. Local Scalars ..
LOGICAL CURSL, LASTSL, LQUERY, LST2SL, SCALEA, WANTST,
$ WANTVS
INTEGER HSWORK, I, I1, I2, IBAL, ICOND, IERR, IEVAL,
$ IHI, ILO, INXT, IP, ITAU, IWRK, MAXWRK, MINWRK
DOUBLE PRECISION ANRM, BIGNUM, CSCALE, EPS, S, SEP, SMLNUM
* ..
* .. Local Arrays ..
INTEGER IDUM( 1 )
DOUBLE PRECISION DUM( 1 )
* ..
* .. External Subroutines ..
EXTERNAL DCOPY, DGEBAK, DGEBAL, DGEHRD, DHSEQR, DLACPY,
$ DLABAD, DLASCL, DORGHR, DSWAP, DTRSEN, XERBLA
* ..
* .. External Functions ..
LOGICAL LSAME
INTEGER ILAENV
DOUBLE PRECISION DLAMCH, DLANGE
EXTERNAL LSAME, ILAENV, DLAMCH, DLANGE
* ..
* .. Intrinsic Functions ..
INTRINSIC MAX, SQRT
* ..
* .. Executable Statements ..
*
* Test the input arguments
*
INFO = 0
LQUERY = ( LWORK.EQ.-1 )
WANTVS = LSAME( JOBVS, 'V' )
WANTST = LSAME( SORT, 'S' )
IF( ( .NOT.WANTVS ) .AND. ( .NOT.LSAME( JOBVS, 'N' ) ) ) THEN
INFO = -1
ELSE IF( ( .NOT.WANTST ) .AND. ( .NOT.LSAME( SORT, 'N' ) ) ) THEN
INFO = -2
ELSE IF( N.LT.0 ) THEN
INFO = -4
ELSE IF( LDA.LT.MAX( 1, N ) ) THEN
INFO = -6
ELSE IF( LDVS.LT.1 .OR. ( WANTVS .AND. LDVS.LT.N ) ) THEN
INFO = -11
END IF
*
* Compute workspace
* (Note: Comments in the code beginning "Workspace:" describe the
* minimal amount of workspace needed at that point in the code,
* as well as the preferred amount for good performance.
* NB refers to the optimal block size for the immediately
* following subroutine, as returned by ILAENV.
* HSWORK refers to the workspace preferred by DHSEQR, as
* calculated below. HSWORK is computed assuming ILO=1 and IHI=N,
* the worst case.)
*
IF( INFO.EQ.0 ) THEN
IF( N.EQ.0 ) THEN
MINWRK = 1
MAXWRK = 1
ELSE
MAXWRK = 2*N + N*ILAENV( 1, 'DGEHRD', ' ', N, 1, N, 0 )
MINWRK = 3*N
*
CALL DHSEQR( 'S', JOBVS, N, 1, N, A, LDA, WR, WI, VS, LDVS,
$ WORK, -1, IEVAL )
HSWORK = WORK( 1 )
*
IF( .NOT.WANTVS ) THEN
MAXWRK = MAX( MAXWRK, N + HSWORK )
ELSE
MAXWRK = MAX( MAXWRK, 2*N + ( N - 1 )*ILAENV( 1,
$ 'DORGHR', ' ', N, 1, N, -1 ) )
MAXWRK = MAX( MAXWRK, N + HSWORK )
END IF
END IF
WORK( 1 ) = MAXWRK
*
IF( LWORK.LT.MINWRK .AND. .NOT.LQUERY ) THEN
INFO = -13
END IF
END IF
*
IF( INFO.NE.0 ) THEN
CALL XERBLA( 'DGEES ', -INFO )
RETURN
ELSE IF( LQUERY ) THEN
RETURN
END IF
*
* Quick return if possible
*
IF( N.EQ.0 ) THEN
SDIM = 0
RETURN
END IF
*
* Get machine constants
*
EPS = DLAMCH( 'P' )
SMLNUM = DLAMCH( 'S' )
BIGNUM = ONE / SMLNUM
CALL DLABAD( SMLNUM, BIGNUM )
SMLNUM = SQRT( SMLNUM ) / EPS
BIGNUM = ONE / SMLNUM
*
* Scale A if max element outside range [SMLNUM,BIGNUM]
*
ANRM = DLANGE( 'M', N, N, A, LDA, DUM )
SCALEA = .FALSE.
IF( ANRM.GT.ZERO .AND. ANRM.LT.SMLNUM ) THEN
SCALEA = .TRUE.
CSCALE = SMLNUM
ELSE IF( ANRM.GT.BIGNUM ) THEN
SCALEA = .TRUE.
CSCALE = BIGNUM
END IF
IF( SCALEA )
$ CALL DLASCL( 'G', 0, 0, ANRM, CSCALE, N, N, A, LDA, IERR )
*
* Permute the matrix to make it more nearly triangular
* (Workspace: need N)
*
IBAL = 1
CALL DGEBAL( 'P', N, A, LDA, ILO, IHI, WORK( IBAL ), IERR )
*
* Reduce to upper Hessenberg form
* (Workspace: need 3*N, prefer 2*N+N*NB)
*
ITAU = N + IBAL
IWRK = N + ITAU
CALL DGEHRD( N, ILO, IHI, A, LDA, WORK( ITAU ), WORK( IWRK ),
$ LWORK-IWRK+1, IERR )
*
IF( WANTVS ) THEN
*
* Copy Householder vectors to VS
*
CALL DLACPY( 'L', N, N, A, LDA, VS, LDVS )
*
* Generate orthogonal matrix in VS
* (Workspace: need 3*N-1, prefer 2*N+(N-1)*NB)
*
CALL DORGHR( N, ILO, IHI, VS, LDVS, WORK( ITAU ), WORK( IWRK ),
$ LWORK-IWRK+1, IERR )
END IF
*
SDIM = 0
*
* Perform QR iteration, accumulating Schur vectors in VS if desired
* (Workspace: need N+1, prefer N+HSWORK (see comments) )
*
IWRK = ITAU
CALL DHSEQR( 'S', JOBVS, N, ILO, IHI, A, LDA, WR, WI, VS, LDVS,
$ WORK( IWRK ), LWORK-IWRK+1, IEVAL )
IF( IEVAL.GT.0 )
$ INFO = IEVAL
*
* Sort eigenvalues if desired
*
IF( WANTST .AND. INFO.EQ.0 ) THEN
IF( SCALEA ) THEN
CALL DLASCL( 'G', 0, 0, CSCALE, ANRM, N, 1, WR, N, IERR )
CALL DLASCL( 'G', 0, 0, CSCALE, ANRM, N, 1, WI, N, IERR )
END IF
DO 10 I = 1, N
BWORK( I ) = SELECT( WR( I ), WI( I ) )
10 CONTINUE
*
* Reorder eigenvalues and transform Schur vectors
* (Workspace: none needed)
*
CALL DTRSEN( 'N', JOBVS, BWORK, N, A, LDA, VS, LDVS, WR, WI,
$ SDIM, S, SEP, WORK( IWRK ), LWORK-IWRK+1, IDUM, 1,
$ ICOND )
IF( ICOND.GT.0 )
$ INFO = N + ICOND
END IF
*
IF( WANTVS ) THEN
*
* Undo balancing
* (Workspace: need N)
*
CALL DGEBAK( 'P', 'R', N, ILO, IHI, WORK( IBAL ), N, VS, LDVS,
$ IERR )
END IF
*
IF( SCALEA ) THEN
*
* Undo scaling for the Schur form of A
*
CALL DLASCL( 'H', 0, 0, CSCALE, ANRM, N, N, A, LDA, IERR )
CALL DCOPY( N, A, LDA+1, WR, 1 )
IF( CSCALE.EQ.SMLNUM ) THEN
*
* If scaling back towards underflow, adjust WI if an
* offdiagonal element of a 2-by-2 block in the Schur form
* underflows.
*
IF( IEVAL.GT.0 ) THEN
I1 = IEVAL + 1
I2 = IHI - 1
CALL DLASCL( 'G', 0, 0, CSCALE, ANRM, ILO-1, 1, WI,
$ MAX( ILO-1, 1 ), IERR )
ELSE IF( WANTST ) THEN
I1 = 1
I2 = N - 1
ELSE
I1 = ILO
I2 = IHI - 1
END IF
INXT = I1 - 1
DO 20 I = I1, I2
IF( I.LT.INXT )
$ GO TO 20
IF( WI( I ).EQ.ZERO ) THEN
INXT = I + 1
ELSE
IF( A( I+1, I ).EQ.ZERO ) THEN
WI( I ) = ZERO
WI( I+1 ) = ZERO
ELSE IF( A( I+1, I ).NE.ZERO .AND. A( I, I+1 ).EQ.
$ ZERO ) THEN
WI( I ) = ZERO
WI( I+1 ) = ZERO
IF( I.GT.1 )
$ CALL DSWAP( I-1, A( 1, I ), 1, A( 1, I+1 ), 1 )
IF( N.GT.I+1 )
$ CALL DSWAP( N-I-1, A( I, I+2 ), LDA,
$ A( I+1, I+2 ), LDA )
IF( WANTVS ) THEN
CALL DSWAP( N, VS( 1, I ), 1, VS( 1, I+1 ), 1 )
END IF
A( I, I+1 ) = A( I+1, I )
A( I+1, I ) = ZERO
END IF
INXT = I + 2
END IF
20 CONTINUE
END IF
*
* Undo scaling for the imaginary part of the eigenvalues
*
CALL DLASCL( 'G', 0, 0, CSCALE, ANRM, N-IEVAL, 1,
$ WI( IEVAL+1 ), MAX( N-IEVAL, 1 ), IERR )
END IF
*
IF( WANTST .AND. INFO.EQ.0 ) THEN
*
* Check if reordering successful
*
LASTSL = .TRUE.
LST2SL = .TRUE.
SDIM = 0
IP = 0
DO 30 I = 1, N
CURSL = SELECT( WR( I ), WI( I ) )
IF( WI( I ).EQ.ZERO ) THEN
IF( CURSL )
$ SDIM = SDIM + 1
IP = 0
IF( CURSL .AND. .NOT.LASTSL )
$ INFO = N + 2
ELSE
IF( IP.EQ.1 ) THEN
*
* Last eigenvalue of conjugate pair
*
CURSL = CURSL .OR. LASTSL
LASTSL = CURSL
IF( CURSL )
$ SDIM = SDIM + 2
IP = -1
IF( CURSL .AND. .NOT.LST2SL )
$ INFO = N + 2
ELSE
*
* First eigenvalue of conjugate pair
*
IP = 1
END IF
END IF
LST2SL = LASTSL
LASTSL = CURSL
30 CONTINUE
END IF
*
WORK( 1 ) = MAXWRK
RETURN
*
* End of DGEES
*
END
|