control_systems_torbox 0.2.1

Control systems toolbox
Documentation
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
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
      SUBROUTINE AB08ND( EQUIL, N, M, P, A, LDA, B, LDB, C, LDC, D, LDD,
     $                   NU, RANK, DINFZ, NKROR, NKROL, INFZ, KRONR,
     $                   KRONL, AF, LDAF, BF, LDBF, TOL, IWORK, DWORK,
     $                   LDWORK, INFO )
C
C     PURPOSE
C
C     To construct for a linear multivariable system described by a
C     state-space model (A,B,C,D) a regular pencil (A - lambda*B ) which
C                                                    f          f
C     has the invariant zeros of the system as generalized eigenvalues.
C     The routine also computes the orders of the infinite zeros and the
C     right and left Kronecker indices of the system (A,B,C,D).
C
C     ARGUMENTS
C
C     Mode Parameters
C
C     EQUIL   CHARACTER*1
C             Specifies whether the user wishes to balance the compound
C             matrix (see METHOD) as follows:
C             = 'S':  Perform balancing (scaling);
C             = 'N':  Do not perform balancing.
C
C     Input/Output Parameters
C
C     N       (input) INTEGER
C             The number of state variables, i.e., the order of the
C             matrix A.  N >= 0.
C
C     M       (input) INTEGER
C             The number of system inputs.  M >= 0.
C
C     P       (input) INTEGER
C             The number of system outputs.  P >= 0.
C
C     A       (input) DOUBLE PRECISION array, dimension (LDA,N)
C             The leading N-by-N part of this array must contain the
C             state dynamics matrix A of the system.
C
C     LDA     INTEGER
C             The leading dimension of array A.  LDA >= MAX(1,N).
C
C     B       (input) DOUBLE PRECISION array, dimension (LDB,M)
C             The leading N-by-M part of this array must contain the
C             input/state matrix B of the system.
C
C     LDB     INTEGER
C             The leading dimension of array B.  LDB >= MAX(1,N).
C
C     C       (input) DOUBLE PRECISION array, dimension (LDC,N)
C             The leading P-by-N part of this array must contain the
C             state/output matrix C of the system.
C
C     LDC     INTEGER
C             The leading dimension of array C.  LDC >= MAX(1,P).
C
C     D       (input) DOUBLE PRECISION array, dimension (LDD,M)
C             The leading P-by-M part of this array must contain the
C             direct transmission matrix D of the system.
C
C     LDD     INTEGER
C             The leading dimension of array D.  LDD >= MAX(1,P).
C
C     NU      (output) INTEGER
C             The number of (finite) invariant zeros.
C
C     RANK    (output) INTEGER
C             The normal rank of the transfer function matrix.
C
C     DINFZ   (output) INTEGER
C             The maximum degree of infinite elementary divisors.
C
C     NKROR   (output) INTEGER
C             The number of right Kronecker indices.
C
C     NKROL   (output) INTEGER
C             The number of left Kronecker indices.
C
C     INFZ    (output) INTEGER array, dimension (N)
C             The leading DINFZ elements of INFZ contain information
C             on the infinite elementary divisors as follows:
C             the system has INFZ(i) infinite elementary divisors
C             of degree i, where i = 1,2,...,DINFZ.
C
C     KRONR   (output) INTEGER array, dimension (MAX(N,M)+1)
C             The leading NKROR elements of this array contain the
C             right Kronecker (column) indices.
C
C     KRONL   (output) INTEGER array, dimension (MAX(N,P)+1)
C             The leading NKROL elements of this array contain the
C             left Kronecker (row) indices.
C
C     AF      (output) DOUBLE PRECISION array, dimension
C             (LDAF,N+MIN(P,M))
C             The leading NU-by-NU part of this array contains the
C             coefficient matrix A  of the reduced pencil. The remainder
C                                 f
C             of the leading (N+M)-by-(N+MIN(P,M)) part is used as
C             internal workspace.
C
C     LDAF    INTEGER
C             The leading dimension of array AF.  LDAF >= MAX(1,N+M).
C
C     BF      (output) DOUBLE PRECISION array, dimension (LDBF,N+M)
C             The leading NU-by-NU part of this array contains the
C             coefficient matrix B  of the reduced pencil. The
C                                 f
C             remainder of the leading (N+P)-by-(N+M) part is used as
C             internal workspace.
C
C     LDBF    INTEGER
C             The leading dimension of array BF.  LDBF >= MAX(1,N+P).
C
C     Tolerances
C
C     TOL     DOUBLE PRECISION
C             A tolerance used in rank decisions to determine the
C             effective rank, which is defined as the order of the
C             largest leading (or trailing) triangular submatrix in the
C             QR (or RQ) factorization with column (or row) pivoting
C             whose estimated condition number is less than 1/TOL.
C             If the user sets TOL to be less than SQRT((N+P)*(N+M))*EPS
C             then the tolerance is taken as SQRT((N+P)*(N+M))*EPS,
C             where EPS is the machine precision (see LAPACK Library
C             Routine DLAMCH).
C
C     Workspace
C
C     IWORK   INTEGER array, dimension (MAX(M,P))
C
C     DWORK   DOUBLE PRECISION array, dimension (LDWORK)
C             On exit, if INFO = 0, DWORK(1) returns the optimal value
C             of LDWORK.
C
C     LDWORK  INTEGER
C             The length of the array DWORK.
C             LDWORK >= MAX( 1, MIN(P,M) + MAX(3*M-1,N),
C                               MIN(P,N) + MAX(3*P-1,N+P,N+M),
C                               MIN(M,N) + MAX(3*M-1,N+M) ).
C             An upper bound is MAX(s,N) + MAX(3*s-1,N+s), with
C             s = MAX(M,P).
C             For optimum performance LDWORK should be larger.
C
C             If LDWORK = -1, then a workspace query is assumed;
C             the routine only calculates the optimal size of the
C             DWORK array, returns this value as the first entry of
C             the DWORK array, and no error message related to LDWORK
C             is issued by XERBLA.
C
C     Error Indicator
C
C     INFO    INTEGER
C             = 0:  successful exit;
C             < 0:  if INFO = -i, the i-th argument had an illegal
C                   value.
C
C     METHOD
C
C     The routine extracts from the system matrix of a state-space
C     system (A,B,C,D) a regular pencil A - lambda*B  which has the
C                                        f          f
C     invariant zeros of the system as generalized eigenvalues as
C     follows:
C
C        (a) construct the (N+P)-by-(N+M) compound matrix (B  A);
C                                                         (D  C)
C
C        (b) reduce the above system to one with the same invariant
C            zeros and with D of full row rank;
C
C        (c) pertranspose the system;
C
C        (d) reduce the system to one with the same invariant zeros and
C            with D square invertible;
C
C        (e) perform a unitary transformation on the columns of
C            (A - lambda*I  B) in order to reduce it to
C            (      C       D)
C
C            (A  - lambda*B   X)
C            ( f           f   ), with Y and B  square invertible;
C            (      0         Y)              f
C
C        (f) compute the right and left Kronecker indices of the system
C            (A,B,C,D), which together with the orders of the infinite
C            zeros (determined by steps (a) - (e)) constitute the
C            complete set of structural invariants under strict
C            equivalence transformations of a linear system.
C
C     REFERENCES
C
C     [1] Svaricek, F.
C         Computation of the Structural Invariants of Linear
C         Multivariable Systems with an Extended Version of
C         the Program ZEROS.
C         System & Control Letters, 6, pp. 261-266, 1985.
C
C     [2] Emami-Naeini, A. and Van Dooren, P.
C         Computation of Zeros of Linear Multivariable Systems.
C         Automatica, 18, pp. 415-430, 1982.
C
C     NUMERICAL ASPECTS
C
C     The algorithm is backward stable (see [2] and [1]).
C
C     FURTHER COMMENTS
C
C     In order to compute the invariant zeros of the system explicitly,
C     a call to this routine may be followed by a call to the LAPACK
C     Library routine DGGEV with A = A , B = B  and N = NU.
C                                     f       f
C     If RANK = 0, the routine DGEEV can be used (since B = I).
C                                                        f
C     CONTRIBUTOR
C
C     Release 3.0: V. Sima, Katholieke Univ. Leuven, Belgium, Nov. 1996.
C     Supersedes Release 2.0 routine AB08BD by F. Svaricek.
C
C     REVISIONS
C
C     Oct. 1997, Feb. 1998, Dec. 2003, March 2004, Jan. 2009, Mar. 2009,
C     Apr. 2009, Apr. 2011.
C
C     KEYWORDS
C
C     Generalized eigenvalue problem, Kronecker indices, multivariable
C     system, orthogonal transformation, structural invariant.
C
C     ******************************************************************
C
C     .. Parameters ..
      DOUBLE PRECISION  ZERO, ONE
      PARAMETER         ( ZERO = 0.0D0, ONE = 1.0D0 )
C     .. Scalar Arguments ..
      CHARACTER         EQUIL
      INTEGER           DINFZ, INFO, LDA, LDAF, LDB, LDBF, LDC, LDD,
     $                  LDWORK, M, N, NKROL, NKROR, NU, P, RANK
      DOUBLE PRECISION  TOL
C     .. Array Arguments ..
      INTEGER           INFZ(*), IWORK(*), KRONL(*), KRONR(*)
      DOUBLE PRECISION  A(LDA,*), AF(LDAF,*), B(LDB,*), BF(LDBF,*),
     $                  C(LDC,*), D(LDD,*), DWORK(*)
C     .. Local Scalars ..
      LOGICAL           LEQUIL, LQUERY
      INTEGER           I, I1, II, J, MM, MNU, MU, NINFZ, NN, NU1, NUMU,
     $                  NUMU1, PP, RO, SIGMA, WRKOPT
      DOUBLE PRECISION  MAXRED, SVLMAX, THRESH, TOLER
C     .. External Functions ..
      LOGICAL           LSAME
      DOUBLE PRECISION  DLAMCH, DLANGE
      EXTERNAL          DLAMCH, DLANGE, LSAME
C     .. External Subroutines ..
      EXTERNAL          AB08NX, DCOPY, DLACPY, DLASET, DORMRZ, DTZRZF,
     $                  TB01ID, XERBLA
C     .. Intrinsic Functions ..
      INTRINSIC         DBLE, INT, MAX, MIN, SQRT
C     .. Executable Statements ..
C
      INFO = 0
      LEQUIL = LSAME( EQUIL, 'S' )
      LQUERY = ( LDWORK.EQ.-1 )
C
C     Test the input scalar arguments.
C
      IF( .NOT.LEQUIL .AND. .NOT.LSAME( EQUIL, 'N' ) ) THEN
         INFO = -1
      ELSE IF( N.LT.0 ) THEN
         INFO = -2
      ELSE IF( M.LT.0 ) THEN
         INFO = -3
      ELSE IF( P.LT.0 ) THEN
         INFO = -4
      ELSE IF( LDA.LT.MAX( 1, N ) ) THEN
         INFO = -6
      ELSE IF( LDB.LT.MAX( 1, N ) ) THEN
         INFO = -8
      ELSE IF( LDC.LT.MAX( 1, P ) ) THEN
         INFO = -10
      ELSE IF( LDD.LT.MAX( 1, P ) ) THEN
         INFO = -12
      ELSE IF( LDAF.LT.MAX( 1, N + M ) ) THEN
         INFO = -22
      ELSE IF( LDBF.LT.MAX( 1, N + P ) ) THEN
         INFO = -24
      ELSE
         II = MIN( P, M )
         I  = MAX(          II + MAX( 3*M - 1, N ),
     $             MIN( P, N ) + MAX( 3*P - 1, N+P, N+M ),
     $             MIN( M, N ) + MAX( 3*M - 1, N+M ), 1 )
         IF( LQUERY ) THEN
            SVLMAX = ZERO
            NINFZ  = 0
            CALL AB08NX( N, M, P, P, 0, SVLMAX, BF, LDBF, NINFZ, INFZ,
     $                   KRONL, MU, NU, NKROL, TOL, IWORK, DWORK, -1,
     $                   INFO )
            WRKOPT = MAX( I, INT( DWORK(1) ) )
            CALL AB08NX( N, II, M, M-II, II, SVLMAX, AF, LDAF, NINFZ,
     $                   INFZ, KRONL, MU, NU, NKROL, TOL, IWORK, DWORK,
     $                   -1, INFO )
            WRKOPT = MAX( WRKOPT, INT( DWORK(1) ) )
            CALL DTZRZF( II, N+II, AF, LDAF, DWORK, DWORK, -1, INFO )
            WRKOPT = MAX( WRKOPT, II + INT( DWORK(1) ) )
            CALL DORMRZ( 'Right', 'Transpose', N, N+II, II, N, AF, LDAF,
     $                   DWORK, AF, LDAF, DWORK, -1, INFO )
            WRKOPT = MAX( WRKOPT, II + INT( DWORK(1) ) )
         ELSE IF( LDWORK.LT.I ) THEN
            INFO = -28
         END IF
      END IF
C
      IF ( INFO.NE.0 ) THEN
C
C        Error return.
C
         CALL XERBLA( 'AB08ND', -INFO )
         RETURN
      ELSE IF( LQUERY ) THEN
         DWORK(1) = WRKOPT
         RETURN
      END IF
C
      DINFZ = 0
      NKROL = 0
      NKROR = 0
C
C     Quick return if possible.
C
      IF ( N.EQ.0 ) THEN
         IF ( MIN( M, P ).EQ.0 ) THEN
            NU   = 0
            RANK = 0
            DWORK(1) = ONE
            RETURN
         END IF
      END IF
C
      MM = M
      NN = N
      PP = P
C
      DO 20 I = 1, N
         INFZ(I) = 0
   20 CONTINUE
C
      IF ( M.GT.0 ) THEN
         DO 40 I = 1, N + 1
            KRONR(I) = 0
   40    CONTINUE
      END IF
C
      IF ( P.GT.0 ) THEN
         DO 60 I = 1, N + 1
            KRONL(I) = 0
   60    CONTINUE
      END IF
C
C     (Note: Comments in the code beginning "Workspace:" describe the
C     minimal amount of real workspace needed at that point in the
C     code, as well as the preferred amount for good performance.)
C
      WRKOPT = 1
C
C     Construct the compound matrix  ( B  A ), dimension (N+P)-by-(M+N).
C                                    ( D  C )
C
      CALL DLACPY( 'Full', NN, MM, B, LDB, BF, LDBF )
      IF ( PP.GT.0 )
     $   CALL DLACPY( 'Full', PP, MM, D, LDD, BF(1+NN,1), LDBF )
      IF ( NN.GT.0 ) THEN
         CALL DLACPY( 'Full', NN, NN, A, LDA, BF(1,1+MM), LDBF )
         IF ( PP.GT.0 )
     $      CALL DLACPY( 'Full', PP, NN, C, LDC, BF(1+NN,1+MM), LDBF )
      END IF
C
C     If required, balance the compound matrix (default MAXRED).
C     Workspace: need   N.
C
      IF ( LEQUIL .AND. NN.GT.0 .AND. PP.GT.0 ) THEN
         MAXRED = ZERO
         CALL TB01ID( 'A', NN, MM, PP, MAXRED, BF(1,1+MM), LDBF, BF,
     $                LDBF, BF(1+NN,1+MM), LDBF, DWORK, INFO )
         WRKOPT = N
      END IF
C
C     If required, set tolerance.
C
      THRESH = SQRT( DBLE( (N + P)*(N + M) ) )*DLAMCH( 'Precision' )
      TOLER = TOL
      IF ( TOLER.LT.THRESH ) TOLER = THRESH
      SVLMAX = DLANGE( 'Frobenius', NN+PP, NN+MM, BF, LDBF, DWORK )
C
C     Reduce this system to one with the same invariant zeros and with
C     D upper triangular of full row rank MU (the normal rank of the
C     original system).
C     Workspace: need   MAX( 1, MIN(P,M) + MAX(3*M-1,N),
C                               MIN(P,N) + MAX(3*P-1,N+P,N+M) );
C                prefer larger.
C
      RO = PP
      SIGMA = 0
      NINFZ = 0
      CALL AB08NX( NN, MM, PP, RO, SIGMA, SVLMAX, BF, LDBF, NINFZ, INFZ,
     $             KRONL, MU, NU, NKROL, TOLER, IWORK, DWORK, LDWORK,
     $             INFO )
      WRKOPT = MAX( WRKOPT, INT( DWORK(1) ) )
      RANK = MU
C
C     Pertranspose the system.
C
      NUMU = NU + MU
      IF ( NUMU.NE.0 ) THEN
         MNU = MM + NU
         NUMU1 = NUMU + 1
C
         DO 80 I = 1, NUMU
            CALL DCOPY( MNU, BF(I,1), LDBF, AF(1,NUMU1-I), -1 )
   80    CONTINUE
C
         IF ( MU.NE.MM ) THEN
C
C           Here MU < MM and MM > 0 (since MM = 0 implies MU = 0 = MM).
C
            PP = MM
            NN = NU
            MM = MU
C
C           Reduce the system to one with the same invariant zeros and
C           with D square invertible.
C           Workspace: need  MAX( 1, MU + MAX(3*MU-1,N),
C                                 MIN(M,N) + MAX(3*M-1,N+M) );
C                prefer larger. Note that MU <= MIN(P,M).
C
            RO = PP - MM
            SIGMA = MM
            CALL AB08NX( NN, MM, PP, RO, SIGMA, SVLMAX, AF, LDAF, NINFZ,
     $                   INFZ, KRONR, MU, NU, NKROR, TOLER, IWORK,
     $                   DWORK, LDWORK, INFO )
            WRKOPT = MAX( WRKOPT, INT( DWORK(1) ) )
         END IF
C
         IF ( NU.NE.0 ) THEN
C
C           Perform a unitary transformation on the columns of
C                     ( B  A-lambda*I )
C                     ( D       C     )
C           in order to reduce it to
C                     ( X  AF-lambda*BF )
C                     ( Y       0       )
C           with Y and BF square invertible.
C
            CALL DLASET( 'Full', NU, MU, ZERO, ZERO, BF, LDBF )
            CALL DLASET( 'Full', NU, NU, ZERO, ONE,  BF(1,MU+1), LDBF )
C
            IF ( RANK.NE.0 ) THEN
               NU1 = NU + 1
               I1  = NU + MU
C
C              Workspace: need   2*MIN(M,P);
C                         prefer MIN(M,P) + MIN(M,P)*NB.
C
               CALL DTZRZF( MU, I1, AF(NU1,1), LDAF, DWORK, DWORK(MU+1),
     $                      LDWORK-MU, INFO )
               WRKOPT = MAX( WRKOPT, INT( DWORK(MU+1) ) + MU )
C
C              Workspace: need   MIN(M,P) + N;
C                         prefer MIN(M,P) + N*NB.
C
               CALL DORMRZ( 'Right', 'Transpose', NU, I1, MU, NU,
     $                      AF(NU1,1), LDAF, DWORK, AF, LDAF,
     $                      DWORK(MU+1), LDWORK-MU, INFO )
               WRKOPT = MAX( WRKOPT, INT( DWORK(MU+1) ) + MU )
C
               CALL DORMRZ( 'Right', 'Transpose', NU, I1, MU, NU,
     $                      AF(NU1,1), LDAF, DWORK, BF, LDBF,
     $                      DWORK(MU+1), LDWORK-MU, INFO )
C
            END IF
C
C           Move AF and BF in the first columns. This assumes that
C           DLACPY moves column by column.
C
            CALL DLACPY( 'Full', NU, NU, AF(1,MU+1), LDAF, AF, LDAF )
            IF ( RANK.NE.0 )
     $         CALL DLACPY( 'Full', NU, NU, BF(1,MU+1), LDBF, BF, LDBF )
C
         END IF
      END IF
C
C     Set right Kronecker indices (column indices).
C
      IF ( NKROR.GT.0 ) THEN
         J = 1
C
         DO 120 I = 1, N + 1
C
            DO 100 II = J, J + KRONR(I) - 1
               IWORK(II) = I - 1
  100       CONTINUE
C
            J = J + KRONR(I)
            KRONR(I) = 0
  120    CONTINUE
C
         NKROR = J - 1
C
         DO 140 I = 1, NKROR
            KRONR(I) = IWORK(I)
  140    CONTINUE
C
      END IF
C
C     Set left Kronecker indices (row indices).
C
      IF ( NKROL.GT.0 ) THEN
         J = 1
C
         DO 180 I = 1, N + 1
C
            DO 160 II = J, J + KRONL(I) - 1
               IWORK(II) = I - 1
  160       CONTINUE
C
            J = J + KRONL(I)
            KRONL(I) = 0
  180    CONTINUE
C
         NKROL = J - 1
C
         DO 200 I = 1, NKROL
            KRONL(I) = IWORK(I)
  200    CONTINUE
C
      END IF
C
      IF ( N.GT.0 ) THEN
         DINFZ = N
C
  220    CONTINUE
         IF ( INFZ(DINFZ).EQ.0 ) THEN
            DINFZ = DINFZ - 1
            IF ( DINFZ.GT.0 )
     $         GO TO 220
         END IF
      END IF
C
      DWORK(1) = WRKOPT
      RETURN
C *** Last line of AB08ND ***
      END