NAG FL Interface
c05qcf (sys_func_expert)
1
Purpose
c05qcf is a comprehensive routine that finds a solution of a system of nonlinear equations by a modification of the Powell hybrid method.
2
Specification
Fortran Interface
Subroutine c05qcf ( |
fcn, n, x, fvec, xtol, maxfev, ml, mu, epsfcn, mode, diag, factor, nprint, nfev, fjac, r, qtf, iuser, ruser, ifail) |
Integer, Intent (In) |
:: |
n, maxfev, ml, mu, mode, nprint |
Integer, Intent (Inout) |
:: |
iuser(*), ifail |
Integer, Intent (Out) |
:: |
nfev |
Real (Kind=nag_wp), Intent (In) |
:: |
xtol, epsfcn, factor |
Real (Kind=nag_wp), Intent (Inout) |
:: |
x(n), diag(n), ruser(*) |
Real (Kind=nag_wp), Intent (Out) |
:: |
fvec(n), fjac(n,n), r(n*(n+1)/2), qtf(n) |
External |
:: |
fcn |
|
C Header Interface
#include <nag.h>
void |
c05qcf_ ( void (NAG_CALL *fcn)(const Integer *n, const double x[], double fvec[], Integer iuser[], double ruser[], Integer *iflag), const Integer *n, double x[], double fvec[], const double *xtol, const Integer *maxfev, const Integer *ml, const Integer *mu, const double *epsfcn, const Integer *mode, double diag[], const double *factor, const Integer *nprint, Integer *nfev, double fjac[], double r[], double qtf[], Integer iuser[], double ruser[], Integer *ifail) |
|
C++ Header Interface
#include <nag.h> extern "C" {
void |
c05qcf_ ( void (NAG_CALL *fcn)(const Integer &n, const double x[], double fvec[], Integer iuser[], double ruser[], Integer &iflag), const Integer &n, double x[], double fvec[], const double &xtol, const Integer &maxfev, const Integer &ml, const Integer &mu, const double &epsfcn, const Integer &mode, double diag[], const double &factor, const Integer &nprint, Integer &nfev, double fjac[], double r[], double qtf[], Integer iuser[], double ruser[], Integer &ifail) |
}
|
The routine may be called by the names c05qcf or nagf_roots_sys_func_expert.
3
Description
The system of equations is defined as:
c05qcf is based on the MINPACK routine HYBRD (see
Moré et al. (1980)). It chooses the correction at each step as a convex combination of the Newton and scaled gradient directions. The Jacobian is updated by the rank-1 method of Broyden. At the starting point, the Jacobian is approximated by forward differences, but these are not used again until the rank-1 method fails to produce satisfactory progress. For more details see
Powell (1970).
4
References
Moré J J, Garbow B S and Hillstrom K E (1980) User guide for MINPACK-1 Technical Report ANL-80-74 Argonne National Laboratory
Powell M J D (1970) A hybrid method for nonlinear algebraic equations Numerical Methods for Nonlinear Algebraic Equations (ed P Rabinowitz) Gordon and Breach
5
Arguments
-
1:
– Subroutine, supplied by the user.
External Procedure
-
fcn must return the values of the functions
at a point
, unless
on entry to
fcn.
The specification of
fcn is:
Fortran Interface
Integer, Intent (In) |
:: |
n |
Integer, Intent (Inout) |
:: |
iuser(*), iflag |
Real (Kind=nag_wp), Intent (In) |
:: |
x(n) |
Real (Kind=nag_wp), Intent (Inout) |
:: |
fvec(n), ruser(*) |
|
C Header Interface
void |
fcn_ (const Integer *n, const double x[], double fvec[], Integer iuser[], double ruser[], Integer *iflag) |
|
C++ Header Interface
#include <nag.h> extern "C" {
void |
fcn_ (const Integer &n, const double x[], double fvec[], Integer iuser[], double ruser[], Integer &iflag) |
}
|
-
1:
– Integer
Input
-
On entry: , the number of equations.
-
2:
– Real (Kind=nag_wp) array
Input
-
On entry: the components of the point at which the functions must be evaluated.
-
3:
– Real (Kind=nag_wp) array
Input/Output
-
On entry: if
,
fvec contains the function values
and must not be changed.
On exit: if
on entry,
fvec must contain the function values
(unless
iflag is set to a negative value by
fcn).
-
4:
– Integer array
User Workspace
-
5:
– Real (Kind=nag_wp) array
User Workspace
-
fcn is called with the arguments
iuser and
ruser as supplied to
c05qcf. You should use the arrays
iuser and
ruser to supply information to
fcn.
-
6:
– Integer
Input/Output
-
On entry:
.
- x and fvec are available for printing (see nprint).
- fvec must be updated.
On exit: in general,
iflag should not be reset by
fcn. If, however, you wish to terminate execution (perhaps because some illegal point
x has been reached),
iflag should be set to a negative integer.
fcn must either be a module subprogram USEd by, or declared as EXTERNAL in, the (sub)program from which
c05qcf is called. Arguments denoted as
Input must
not be changed by this procedure.
Note: fcn should not return floating-point NaN (Not a Number) or infinity values, since these are not handled by
c05qcf. If your code inadvertently
does return any NaNs or infinities,
c05qcf is likely to produce unexpected results.
-
2:
– Integer
Input
-
On entry: , the number of equations.
Constraint:
.
-
3:
– Real (Kind=nag_wp) array
Input/Output
-
On entry: an initial guess at the solution vector.
On exit: the final estimate of the solution vector.
-
4:
– Real (Kind=nag_wp) array
Output
-
On exit: the function values at the final point returned in
x.
-
5:
– Real (Kind=nag_wp)
Input
-
On entry: the accuracy in
x to which the solution is required.
Suggested value:
, where
is the
machine precision returned by
x02ajf.
Constraint:
.
-
6:
– Integer
Input
-
On entry: the maximum number of calls to
fcn with
.
c05qcf will exit with
, if, at the end of an iteration, the number of calls to
fcn exceeds
maxfev.
Suggested value:
.
Constraint:
.
-
7:
– Integer
Input
-
On entry: the number of subdiagonals within the band of the Jacobian matrix. (If the Jacobian is not banded, or you are unsure, set .)
Constraint:
.
-
8:
– Integer
Input
-
On entry: the number of superdiagonals within the band of the Jacobian matrix. (If the Jacobian is not banded, or you are unsure, set .)
Constraint:
.
-
9:
– Real (Kind=nag_wp)
Input
-
On entry: a rough estimate of the largest relative error in the functions. It is used in determining a suitable step for a forward difference approximation to the Jacobian. If
epsfcn is less than
machine precision (returned by
x02ajf) then
machine precision is used. Consequently a value of
will often be suitable.
Suggested value:
.
-
10:
– Integer
Input
-
On entry: indicates whether or not you have provided scaling factors in
diag.
If
, the scaling must have been specified in
diag.
Otherwise, if , the variables will be scaled internally.
Constraint:
or .
-
11:
– Real (Kind=nag_wp) array
Input/Output
-
On entry: if
,
diag must contain multiplicative scale factors for the variables.
If
,
diag need not be set.
Constraint:
if , , for .
On exit: the scale factors actually used (computed internally if ).
-
12:
– Real (Kind=nag_wp)
Input
-
On entry: a quantity to be used in determining the initial step bound. In most cases,
factor should lie between
and
. (The step bound is
if this is nonzero; otherwise the bound is
factor.)
Suggested value:
.
Constraint:
.
-
13:
– Integer
Input
-
On entry: indicates whether (and how often) special calls to
fcn, with
iflag set to
, are to be made for printing purposes.
- No calls are made.
- fcn is called at the beginning of the first iteration, every nprint iterations thereafter and immediately before the return from c05qcf.
-
14:
– Integer
Output
-
On exit: the number of calls made to
fcn with
.
-
15:
– Real (Kind=nag_wp) array
Output
-
On exit: the orthogonal matrix produced by the factorization of the final approximate Jacobian.
-
16:
– Real (Kind=nag_wp) array
Output
-
On exit: the upper triangular matrix produced by the factorization of the final approximate Jacobian, stored row-wise.
-
17:
– Real (Kind=nag_wp) array
Output
-
On exit: the vector .
-
18:
– Integer array
User Workspace
-
19:
– Real (Kind=nag_wp) array
User Workspace
-
iuser and
ruser are not used by
c05qcf, but are passed directly to
fcn and may be used to pass information to this routine.
-
20:
– Integer
Input/Output
-
On entry:
ifail must be set to
,
or
to set behaviour on detection of an error; these values have no effect when no error is detected.
A value of causes the printing of an error message and program execution will be halted; otherwise program execution continues. A value of means that an error message is printed while a value of means that it is not.
If halting is not appropriate, the value
or
is recommended. If message printing is undesirable, then the value
is recommended. Otherwise, the value
is recommended.
When the value or is used it is essential to test the value of ifail on exit.
On exit:
unless the routine detects an error or a warning has been flagged (see
Section 6).
6
Error Indicators and Warnings
If on entry
or
, explanatory error messages are output on the current error message unit (as defined by
x04aaf).
Errors or warnings detected by the routine:
-
There have been at least
maxfev calls to
fcn:
. Consider restarting the calculation from the final point held in
x.
-
No further improvement in the solution is possible.
xtol is too small:
.
-
The iteration is not making good progress, as measured by the improvement from the last Jacobian evaluations.
-
The iteration is not making good progress, as measured by the improvement from the last iterations.
A value of
or
may indicate that the system does not have a zero, or that the solution is very close to the origin (see
Section 7). Otherwise, rerunning
c05qcf from a different starting point may avoid the region of difficulty.
-
iflag was set negative in
fcn.
.
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, .
Constraint: or .
-
On entry, .
Constraint: .
-
On entry,
and
diag contained a non-positive element.
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
An unexpected error has been triggered by this routine. Please
contact
NAG.
See
Section 7 in the Introduction to the NAG Library FL Interface for further information.
Your licence key may have expired or may not have been installed correctly.
See
Section 8 in the Introduction to the NAG Library FL Interface for further information.
Dynamic memory allocation failed.
See
Section 9 in the Introduction to the NAG Library FL Interface for further information.
7
Accuracy
If
is the true solution and
denotes the diagonal matrix whose entries are defined by the array
diag, then
c05qcf tries to ensure that
If this condition is satisfied with
, then the larger components of
have
significant decimal digits. There is a danger that the smaller components of
may have large relative errors, but the fast rate of convergence of
c05qcf usually obviates this possibility.
If
xtol is less than
machine precision and the above test is satisfied with the
machine precision in place of
xtol, then the routine exits with
.
Note: this convergence test is based purely on relative error, and may not indicate convergence if the solution is very close to the origin.
The convergence test assumes that the functions are reasonably well behaved. If this condition is not satisfied, then
c05qcf may incorrectly indicate convergence. The validity of the answer can be checked, for example, by rerunning
c05qcf with a lower value for
xtol.
8
Parallelism and Performance
c05qcf is threaded by NAG for parallel execution in multithreaded implementations of the NAG Library.
c05qcf 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.
Local workspace arrays of fixed lengths are allocated internally by c05qcf. The total size of these arrays amounts to real elements.
The time required by c05qcf to solve a given problem depends on , the behaviour of the functions, the accuracy requested and the starting point. The number of arithmetic operations executed by c05qcf to process each evaluation of the functions is approximately . The timing of c05qcf is strongly influenced by the time spent evaluating the functions.
Ideally the problem should be scaled so that, at the solution, the function values are of comparable magnitude.
The number of function evaluations required to evaluate the Jacobian may be reduced if you can specify
ml and
mu accurately.
10
Example
This example determines the values
which satisfy the tridiagonal equations:
10.1
Program Text
10.2
Program Data
None.
10.3
Program Results