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NAG Toolbox: nag_roots_contfn_brent_interval (c05au)
Purpose
nag_roots_contfn_brent_interval (c05au) locates a simple zero of a continuous function from a given starting value. It uses a binary search to locate an interval containing a zero of the function, then Brent's method, which is a combination of nonlinear interpolation, linear extrapolation and bisection, to locate the zero precisely.
Syntax
[
x,
a,
b,
user,
ifail] = c05au(
x,
h,
eps,
eta,
f, 'user',
user)
[
x,
a,
b,
user,
ifail] = nag_roots_contfn_brent_interval(
x,
h,
eps,
eta,
f, 'user',
user)
Description
nag_roots_contfn_brent_interval (c05au) attempts to locate an interval
containing a simple zero of the function
by a binary search starting from the initial point
and using repeated calls to
nag_roots_contfn_interval_rcomm (c05av). If this search succeeds, then the zero is determined to a user-specified accuracy by a call to
nag_roots_contfn_brent (c05ay). The specifications of functions
nag_roots_contfn_interval_rcomm (c05av) and
nag_roots_contfn_brent (c05ay) should be consulted for details of the methods used.
The approximation
to the zero
is determined so that at least one of the following criteria is satisfied:
(i) |
, |
(ii) |
. |
References
Brent R P (1973) Algorithms for Minimization Without Derivatives Prentice–Hall
Parameters
Compulsory Input Parameters
- 1:
– double scalar
-
An initial approximation to the zero.
- 2:
– double scalar
-
A step length for use in the binary search for an interval containing the zero. The maximum interval searched is .
Constraint:
must be sufficiently large that on the computer.
- 3:
– double scalar
-
The termination tolerance on
(see
Description).
Constraint:
.
- 4:
– double scalar
-
A value such that if
,
is accepted as the zero.
eta may be specified as
(see
Accuracy).
- 5:
– function handle or string containing name of m-file
-
f must evaluate the function
whose zero is to be determined.
[result, user] = f(x, user)
Input Parameters
- 1:
– double scalar
-
The point at which the function must be evaluated.
- 2:
– Any MATLAB object
f is called from
nag_roots_contfn_brent_interval (c05au) with the object supplied to
nag_roots_contfn_brent_interval (c05au).
Output Parameters
- 1:
– double scalar
-
The value of
evaluated at
x.
- 2:
– Any MATLAB object
Optional Input Parameters
- 1:
– Any MATLAB object
user is not used by
nag_roots_contfn_brent_interval (c05au), but is passed to
f. Note that for large objects it may be more efficient to use a global variable which is accessible from the m-files than to use
user.
Output Parameters
- 1:
– double scalar
-
If
or
,
x is the final approximation to the zero.
If
,
x is likely to be a pole of
.
Otherwise,
x contains no useful information.
- 2:
– double scalar
- 3:
– double scalar
-
The lower and upper bounds respectively of the interval resulting from the binary search. If the zero is determined exactly such that or is determined so that at any stage in the calculation, then on exit .
- 4:
– Any MATLAB object
- 5:
– int64int32nag_int scalar
unless the function detects an error (see
Error Indicators and Warnings).
Error Indicators and Warnings
Errors or warnings detected by the function:
Cases prefixed with W are classified as warnings and
do not generate an error of type NAG:error_n. See nag_issue_warnings.
-
-
Constraint: .
Constraint: (to machine accuracy).
-
-
An interval containing the zero could not be found. Increasing
h and calling
nag_roots_contfn_brent_interval (c05au) again will increase the range searched for the zero. Decreasing
h and calling
nag_roots_contfn_brent_interval (c05au) again will refine the mesh used in the search for the zero.
- W
-
Solution may be a pole rather than a zero.
- W
-
The tolerance
eps has been set too small for the problem being solved.
-
An unexpected error has been triggered by this routine. Please
contact
NAG.
-
Your licence key may have expired or may not have been installed correctly.
-
Dynamic memory allocation failed.
Accuracy
The levels of accuracy depend on the values of
eps and
eta. If full machine accuracy is required, they may be set very small, resulting in an exit with
, although this may involve many more iterations than a lesser accuracy. You are recommended to set
and to use
eps to control the accuracy, unless you have considerable knowledge of the size of
for values of
near the zero.
Further Comments
The time taken by
nag_roots_contfn_brent_interval (c05au) depends primarily on the time spent evaluating
f (see
Arguments). The accuracy of the initial approximation
x and the value of
h will have a somewhat unpredictable effect on the timing.
If it is important to determine an interval of relative length less than
containing the zero, or if
f is expensive to evaluate and the number of calls to
f is to be restricted, then use of
nag_roots_contfn_interval_rcomm (c05av) followed by
nag_roots_contfn_brent_rcomm (c05az) is recommended. Use of this combination is also recommended when the structure of the problem to be solved does not permit a simple
f to be written: the reverse communication facilities of these functions are more flexible than the direct communication of
f required by
nag_roots_contfn_brent_interval (c05au).
If the iteration terminates with successful exit and
there is no guarantee that the value returned in
x corresponds to a simple zero and you should check whether it does.
One way to check this is to compute the derivative of
at the point
x, preferably analytically, or, if this is not possible, numerically, perhaps by using a central difference estimate. If
, then
x must correspond to a multiple zero of
rather than a simple zero.
Example
This example calculates an approximation to the zero of using a tolerance of starting from and using an initial search step .
Open in the MATLAB editor:
c05au_example
function c05au_example
fprintf('c05au example results\n\n');
x = 1;
h = 0.1;
eps = 1e-5;
eta = 0;
[x, a, b, user, ifail] = c05au(x, h, eps, eta, @f);
fprintf('Root is %8.5f\n',x);
fprintf('Interval searched is [%8.5f, %8.5f]\n',a,b);
function [result, user] = f(x, user)
result = x - exp(-x);
c05au example results
Root is 0.56714
Interval searched is [ 0.50000, 0.90000]
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