NAG FL Interface
c05mbf (sys_func_aa)
1
Purpose
c05mbf finds a solution of a system of nonlinear equations by fixed-point iteration using Anderson acceleration.
2
Specification
Fortran Interface
Subroutine c05mbf ( |
fcn, n, x, fvec, atol, rtol, m, cndtol, astart, iuser, ruser, cpuser, ifail) |
Integer, Intent (In) |
:: |
n, m, astart |
Integer, Intent (Inout) |
:: |
iuser(*), ifail |
Real (Kind=nag_wp), Intent (In) |
:: |
atol, rtol, cndtol |
Real (Kind=nag_wp), Intent (Inout) |
:: |
x(n), ruser(*) |
Real (Kind=nag_wp), Intent (Out) |
:: |
fvec(n) |
Type (c_ptr), Intent (In) |
:: |
cpuser |
External |
:: |
fcn |
|
C Header Interface
#include <nag.h>
void |
c05mbf_ ( void (NAG_CALL *fcn)(const Integer *n, const double x[], double fvec[], Integer iuser[], double ruser[], void **cpuser, Integer *iflag), const Integer *n, double x[], double fvec[], const double *atol, const double *rtol, const Integer *m, const double *cndtol, const Integer *astart, Integer iuser[], double ruser[], void **cpuser, Integer *ifail) |
|
C++ Header Interface
#include <nag.h> extern "C" {
void |
c05mbf_ ( void (NAG_CALL *fcn)(const Integer &n, const double x[], double fvec[], Integer iuser[], double ruser[], void *&cpuser, Integer &iflag), const Integer &n, double x[], double fvec[], const double &atol, const double &rtol, const Integer &m, const double &cndtol, const Integer &astart, Integer iuser[], double ruser[], void *&cpuser, Integer &ifail) |
}
|
The routine may be called by the names c05mbf or nagf_roots_sys_func_aa.
3
Description
The system of equations is defined as:
This homogeneous system can readily be reformulated as
A standard fixed-point iteration approach is to start with an approximate solution
and repeatedly apply the function
until possible convergence; i.e.,
, until
. Anderson acceleration uses up to
previous values of
to obtain an improved estimate
. If a standard fixed-point iteration converges, Anderson acceleration usually results in convergence in far fewer iterations (therefore using far fewer function evaluations).
Full details of Anderson acceleration are provided in
Anderson (1965). In summary, the previous
iterates are combined to form a succession of least squares problems. These are solved using a
decomposition, which is updated at each iteration.
You are free to choose any value for , provided . A typical choice is .
4
References
Anderson D G (1965) Iterative Procedures for Nonlinear Integral Equations J. Assoc. Comput. Mach. 12 547–560
5
Arguments
-
1:
– Subroutine, supplied by the user.
External Procedure
-
fcn must return the values of the functions
at a point
.
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) |
:: |
ruser(*) |
Real (Kind=nag_wp), Intent (Out) |
:: |
fvec(n) |
Type (c_ptr), Intent (In) |
:: |
cpuser |
|
C++ Header Interface
#include <nag.h> extern "C" {
}
|
-
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
Output
-
On exit: 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
-
6:
– Type (c_ptr)
User Workspace
-
fcn is called with the arguments
iuser,
ruser and
cpuser as supplied to
c05mbf. You should use the arrays
iuser and
ruser, and the data handle
cpuser to supply information to
fcn.
-
7:
– Integer
Input/Output
-
On entry: .
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. This value will be returned through
ifail.
fcn must either be a module subprogram USEd by, or declared as EXTERNAL in, the (sub)program from which
c05mbf 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
c05mbf. If your code inadvertently
does return any NaNs or infinities,
c05mbf 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,
x.
-
5:
– Real (Kind=nag_wp)
Input
-
On entry: the absolute convergence criterion; see
rtol.
Suggested value:
, where
is the
machine precision returned by
x02ajf.
Constraint:
.
-
6:
– Real (Kind=nag_wp)
Input
-
On entry: the relative convergence criterion. At each iteration is computed. The iteration is deemed to have converged if .
Suggested value:
, where
is the
machine precision returned by
x02ajf.
Constraint:
.
-
7:
– Integer
Input
-
On entry: , the number of previous iterates to use in Anderson acceleration. If , Anderson acceleration is not used.
Suggested value:
.
Constraint:
.
-
8:
– Real (Kind=nag_wp)
Input
-
On entry: the maximum allowable condition number for the triangular
factor generated during Anderson acceleration. At each iteration, if the condition number exceeds
cndtol, columns are deleted until it is sufficiently small.
If , no condition number tests are performed.
Suggested value:
. If condition number tests are required, a suggested value is .
Constraint:
.
-
9:
– Integer
Input
-
On entry: the number of iterations by which to delay the start of Anderson acceleration.
Suggested value:
.
Constraint:
.
-
10:
– Integer array
User Workspace
-
11:
– Real (Kind=nag_wp) array
User Workspace
-
12:
– Type (c_ptr)
User Workspace
-
iuser,
ruser and
cpuser are not used by
c05mbf, but are passed directly to
fcn and may be used to pass information to this routine. If you do not need to reference
cpuser, it should be initialized to
c_null_ptr.
-
13:
– Integer
Input/Output
-
On entry:
ifail must be set to
,
. If you are unfamiliar with this argument you should refer to
Section 4 in the Introduction to the NAG Library FL Interface for details.
For environments where it might be inappropriate to halt program execution when an error is detected, the value
is recommended. If the output of error messages is undesirable, then the value
is recommended. Otherwise, if you are not familiar with this argument, the recommended value is
.
When the value 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:
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, and .
Constraint: .
-
On entry, .
Constraint: .
-
On entry, .
Constraint: .
-
An error occurred in evaluating the
decomposition during Anderson acceleration. This may be due to slow convergence of the iteration. Try setting the value of
cndtol. If condition number tests are already performed, try decreasing
cndtol.
-
The iteration is not making good progress. This failure exit may indicate that the system does not have a zero, or that the solution is very close to the origin.
Rerunning c05mbf from a different starting point may avoid the region of difficulty.
-
There have been at least
calls to
fcn. Consider restarting the calculation from the point held in
x.
-
iflag was set negative in
fcn.
.
-
The iteration has diverged and subsequent iterates are too large to be computed in floating-point arithmetic.
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
There are no theoretical guarantees of global or local convergence for Anderson acceleration. However, extensive numerical tests show that, in practice, Anderson acceleration leads to significant improvements over the underlying fixed-point methods (which may only converge linearly), and in some cases can even alleviate divergence.
At each iteration,
c05mbf checks whether
. If the inequality is satisfied, then the iteration is deemed to have converged. The validity of the answer may be checked by inspecting the value of
fvec on exit from
c05mbf.
8
Parallelism and Performance
c05mbf is threaded by NAG for parallel execution in multithreaded implementations of the NAG Library.
c05mbf 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.
During each iteration, Anderson acceleration updates the factors of a decomposition and uses the decomposition to solve a linear least squares problem. This involves an additional floating-point operations per iteration compared with the unaccelerated fixed-point iteration.
c05mdf also performs a fixed-point iteration with Anderson acceleration. It has a reverse communication interface, so may be preferred to
c05mbf when function evaluations are difficult to encapsulate in a routine argument.
10
Example
This example determines the values
which satisfy the equations
10.1
Program Text
10.2
Program Data
None.
10.3
Program Results