NAG Library Routine Document
F08PAF (DGEES)
1 Purpose
F08PAF (DGEES) computes the eigenvalues, the real Schur form , and, optionally, the matrix of Schur vectors for an by real nonsymmetric matrix .
2 Specification
SUBROUTINE F08PAF ( |
JOBVS, SORT, SELECT, N, A, LDA, SDIM, WR, WI, VS, LDVS, WORK, LWORK, BWORK, INFO) |
INTEGER |
N, LDA, SDIM, LDVS, LWORK, INFO |
REAL (KIND=nag_wp) |
A(LDA,*), WR(*), WI(*), VS(LDVS,*), WORK(max(1,LWORK)) |
LOGICAL |
SELECT, BWORK(*) |
CHARACTER(1) |
JOBVS, SORT |
EXTERNAL |
SELECT |
|
The routine may be called by its
LAPACK
name dgees.
3 Description
The real Schur factorization of
is given by
where
, the matrix of Schur vectors, is orthogonal and
is the real Schur form. A matrix is in real Schur form if it is upper quasi-triangular with
by
and
by
blocks.
by
blocks will be standardized in the form
where
. The eigenvalues of such a block are
.
Optionally, F08PAF (DGEES) 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 form an orthonormal basis for the invariant subspace corresponding to the selected eigenvalues.
4 References
Anderson E, Bai Z, Bischof C, Blackford S, Demmel J, Dongarra J J, Du Croz J J, Greenbaum A, Hammarling S, McKenney A and Sorensen D (1999)
LAPACK Users' Guide (3rd Edition) SIAM, Philadelphia
http://www.netlib.org/lapack/lug
Golub G H and Van Loan C F (1996) Matrix Computations (3rd Edition) Johns Hopkins University Press, Baltimore
5 Parameters
- 1: – CHARACTER(1)Input
-
On entry: if
, Schur vectors are not computed.
If , Schur vectors are computed.
Constraint:
or .
- 2: – CHARACTER(1)Input
-
On entry: specifies whether or not to order the eigenvalues on the diagonal of the Schur form.
- Eigenvalues are not ordered.
- Eigenvalues are ordered (see SELECT).
Constraint:
or .
- 3: – LOGICAL FUNCTION, supplied by the user.External Procedure
-
If
,
SELECT is used to select eigenvalues to sort to the top left of the Schur form.
If
,
SELECT is not referenced and F08PAF (DGEES) may be called with the dummy function F08PAZ.
An eigenvalue
is selected if
is .TRUE.. If either one of a complex conjugate pair of eigenvalues is selected, then both are. Note that a selected complex eigenvalue may no longer satisfy
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
(see
INFO below).
The specification of
SELECT is:
FUNCTION SELECT ( |
WR, WI) |
REAL (KIND=nag_wp) |
WR, WI |
|
- 1: – REAL (KIND=nag_wp)Input
- 2: – REAL (KIND=nag_wp)Input
-
On entry: the real and imaginary parts of the eigenvalue.
SELECT must either be a module subprogram USEd by, or declared as EXTERNAL in, the (sub)program from which F08PAF (DGEES) is called. Parameters denoted as
Input must
not be changed by this procedure.
- 4: – INTEGERInput
-
On entry: , the order of the matrix .
Constraint:
.
- 5: – REAL (KIND=nag_wp) arrayInput/Output
-
Note: the second dimension of the array
A
must be at least
.
On entry: the by matrix .
On exit:
A is overwritten by its real Schur form
.
- 6: – INTEGERInput
-
On entry: the first dimension of the array
A as declared in the (sub)program from which F08PAF (DGEES) is called.
Constraint:
.
- 7: – INTEGEROutput
-
On exit: if
,
.
If
,
number of eigenvalues (after sorting) for which
SELECT is .TRUE.. (Complex conjugate pairs for which
SELECT is .TRUE. for either eigenvalue count as
.)
- 8: – REAL (KIND=nag_wp) arrayOutput
-
Note: the dimension of the array
WR
must be at least
.
On exit: see the description of
WI.
- 9: – REAL (KIND=nag_wp) arrayOutput
-
Note: the dimension of the array
WI
must be at least
.
On exit:
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
. Complex conjugate pairs of eigenvalues will appear consecutively with the eigenvalue having the positive imaginary part first.
- 10: – REAL (KIND=nag_wp) arrayOutput
-
Note: the second dimension of the array
VS
must be at least
if
, and at least
otherwise.
On exit: if
,
VS contains the orthogonal matrix
of Schur vectors.
If
,
VS is not referenced.
- 11: – INTEGERInput
-
On entry: the first dimension of the array
VS as declared in the (sub)program from which F08PAF (DGEES) is called.
Constraints:
- if , ;
- otherwise .
- 12: – REAL (KIND=nag_wp) arrayWorkspace
-
On exit: if
,
contains the minimum value of
LWORK required for optimal performance.
- 13: – INTEGERInput
-
On entry: the dimension of the array
WORK as declared in the (sub)program from which F08PAF (DGEES) is called.
If
, 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.
Suggested value:
for optimal performance,
LWORK must generally be larger than the minimum, say
, where
is the optimal
block size for
F08NEF (DGEHRD)
Constraint:
.
- 14: – LOGICAL arrayWorkspace
-
Note: the dimension of the array
BWORK
must be at least
if
, and at least
otherwise.
If
,
BWORK is not referenced.
- 15: – INTEGEROutput
On exit:
unless the routine detects an error (see
Section 6).
6 Error Indicators and Warnings
-
If , argument had an illegal value. An explanatory message is output, and execution of the program is terminated.
-
If and , the algorithm failed to compute all the eigenvalues.
-
The eigenvalues could not be reordered because some eigenvalues were too close to separate (the problem is very ill-conditioned).
-
After reordering, roundoff changed values of some complex eigenvalues so that leading eigenvalues in the Schur form no longer satisfy . This could also be caused by underflow due to scaling.
7 Accuracy
The computed Schur factorization satisfies
where
and
is the
machine precision. See Section 4.8 of
Anderson et al. (1999) for further details.
8 Parallelism and Performance
F08PAF (DGEES) is threaded by NAG for parallel execution in multithreaded implementations of the NAG Library.
F08PAF (DGEES) makes calls to BLAS and/or LAPACK routines, which may be threaded within the vendor library used by this implementation. Consult the documentation for the vendor library for further information.
Please consult the
X06 Chapter Introduction for information on how to control and interrogate the OpenMP environment used within this routine. Please also consult the
Users' Note for your implementation for any additional implementation-specific information.
The total number of floating-point operations is proportional to .
The complex analogue of this routine is
F08PNF (ZGEES).
10 Example
This example finds the Schur factorization of the matrix
such that the real positive eigenvalues of
are the top left diagonal elements of the Schur form,
.
Note that the block size (NB) of assumed in this example is not realistic for such a small problem, but should be suitable for large problems.
10.1 Program Text
Program Text (f08pafe.f90)
10.2 Program Data
Program Data (f08pafe.d)
10.3 Program Results
Program Results (f08pafe.r)