# NAG Library Routine Document

## 1Purpose

d02nmf is a reverse communication routine for integrating stiff systems of explicit ordinary differential equations.

## 2Specification

Fortran Interface
 Subroutine d02nmf ( neq, t, tout, y, ydot, rtol, atol, itol, ysav, imon, inln, ires,
 Integer, Intent (In) :: neq, ldysav, itol, sdysav, nwkjac, njcpvt, itask, itrace Integer, Intent (Inout) :: inform(23), jacpvt(njcpvt), imon, inln, ires, irevcm, ifail Real (Kind=nag_wp), Intent (In) :: tout, rtol(*), atol(*) Real (Kind=nag_wp), Intent (Inout) :: t, y(neq), ydot(neq), rwork(50+4*neq), ysav(ldysav,sdysav), wkjac(nwkjac)
#include nagmk26.h
 void d02nmf_ (const Integer *neq, const Integer *ldysav, double *t, const double *tout, double y[], double ydot[], double rwork[], const double rtol[], const double atol[], const Integer *itol, Integer inform[], double ysav[], const Integer *sdysav, double wkjac[], const Integer *nwkjac, Integer jacpvt[], const Integer *njcpvt, Integer *imon, Integer *inln, Integer *ires, Integer *irevcm, const Integer *itask, const Integer *itrace, Integer *ifail)

## 3Description

d02nmf is a general purpose routine for integrating the initial value problem for a stiff system of explicit ordinary differential equations,
 $y′=gt,y.$
An outline of a typical calling program is given below:
```!     Declarations

Call linear algebra setup routine
Call integrator setup routine
irevcm=0
1000 Call d02nmf(neq, ldysav, t, tout, y, ydot, rwork, rtol,           &
atol, itol, inform, ysave, sdysav, wkjac, nwkjac,     &
jacpvt, njcpvt, imon, inln, ires, irevcm, itask,      &
itrace, ifail)
If (irevcm.gt.0) Then
If (irevcm. eq. 8) Then
supply the Jacobian matrix                                  (i)
Else If(irevcm.eq.9) Then
perform monitoring tasks requested by the user             (ii)
Else If(irecvm.eq.1.or.irevcm.ge.3.and.irevcm.le.5) Then
evaluate the derivative                                   (iii)
Else If(irevcm.eq.10) Then
indicates an unsuccessful step
Endif
Go To 1000
Endif

!     post processing (optional linear algebra diagnostic call
!     (sparse case only), optional integrator diagnostic call)

Stop
End```
There are three major operations that may be required of the calling (sub)program on an intermeditate return (${\mathbf{irevcm}}\ne 0$) from d02nmf; these are denoted (i), (ii) and (iii) above.
The following sections describe in greater detail exactly what is required of each of these operations.
(i) Supply the Jacobian Matrix
You need only provide this facility if the argument ${\mathbf{jceval}}=\text{'A'}$ (or ${\mathbf{jceval}}=\text{'F'}$ if using sparse matrix linear algebra) in a call to the linear algebra setup routine (see jceval in d02nsf). If the Jacobian matrix is to be evaluated numerically by the integrator, then the remainder of section (i) can be ignored.
We must define the system of nonlinear equations which is solved internally by the integrator. The time derivative, ${y}^{\prime }$, has the form
 $y′=y-z/hd,$
where $h$ is the current step size and $d$ is an argument that depends on the integration method in use. The vector $y$ is the current solution and the vector $z$ depends on information from previous time steps. This means that $\frac{d}{d{y}^{\prime }}\left(\text{​ ​}\right)=\left(hd\right)\frac{d}{dy}\left(\text{​ ​}\right)$.
The system of nonlinear equations that is solved has the form
 $y′-gt,y=0$
but is solved in the form
 $rt,y=0,$
where the function $r$ is defined by
 $rt,y=hdy-z/hd-gt,y.$
It is the Jacobian matrix $\frac{\partial r}{\partial y}$ that you must supply as follows:
 $∂ri ∂yj =1-hd ∂gi ∂yj if ​i=j, ∂ri ∂yj =0-hd ∂gi ∂yj otherwise,$
where $t$, $h$ and $d$ are located in ${\mathbf{rwork}}\left(19\right)$, ${\mathbf{rwork}}\left(16\right)$ and ${\mathbf{rwork}}\left(20\right)$ respectively and the array y contains the current values of the dependent variables. Only the nonzero elements of the Jacobian need be set, since the locations where it is to be stored are preset to zero.
Hereafter in this document this operation will be referred to as JAC.
(ii) Perform Tasks Requested by You
This operation is essentially a monitoring function and additionally provides the opportunity of changing the current values of y, HNEXT (the step size that the integrator proposes to take on the next step), HMIN (the minimum step size to be taken on the next step), and HMAX (the maximum step size to be taken on the next step). The scaled local error at the end of a timestep may be obtained by calling real function d02zaf as follows:
```      ifail = 1
errloc = d02zaf(neq,rwork(51+neq),rwork(51),ifail)
!     CHECK IFAIL BEFORE PROCEEDING```
The following gives details of the location within the array rwork of variables that may be of interest to you:
 Variable Specification Location tcurr the current value of the independent variable ${\mathbf{rwork}}\left(19\right)$ hlast last step size successfully used by the integrator ${\mathbf{rwork}}\left(15\right)$ hnext step size that the integrator proposes to take on the next step ${\mathbf{rwork}}\left(16\right)$ hmin minimum step size to be taken on the next step ${\mathbf{rwork}}\left(17\right)$ hmax maximum step size to be taken on the next step ${\mathbf{rwork}}\left(18\right)$ nqu the order of the integrator used on the last step ${\mathbf{rwork}}\left(10\right)$
You are advised to consult the description of monitr in d02nbf for details on what optional input can be made.
If y is changed, then imon must be set to $2$ before return to d02nmf. If either of the values of HMIN or HMAX are changed, then imon must be set $\text{}\ge 3$ before return to d02nmf. If HNEXT is changed, then imon must be set to $4$ before return to d02nmf.
In addition you can force d02nmf to evaluate the residual vector
 $y′-gt,y$
by setting ${\mathbf{imon}}=0$ and ${\mathbf{inln}}=3$ and then returning to d02nmf; on return to this monitoring operation the residual vector will be stored in ${\mathbf{rwork}}\left(50+2×{\mathbf{neq}}+\mathit{i}\right)$, for $\mathit{i}=1,2,\dots ,{\mathbf{neq}}$.
Hereafter in this document this operation will be referred to as MONITR.
(iii) Evaluate the Derivative
This operation must evaluate the derivative vector for the explicit ordinary differential equation system defined by
 $y′=gt,y,$
where $t$ is located in ${\mathbf{rwork}}\left(19\right)$.
Hereafter in this document this operation will be referred to as FCN.

## 4References

See the D02M–N Sub-chapter Introduction.

## 5Arguments

Note: this routine uses reverse communication. Its use involves an initial entry, intermediate exits and re-entries, and a final exit, as indicated by the argument irevcm. Between intermediate exits and re-entries, all arguments other than ydot, rwork, wkjac, imon, inln and ires must remain unchanged.
1:     $\mathbf{neq}$ – IntegerInput
On initial entry: the number of differential equations to be solved.
Constraint: ${\mathbf{neq}}\ge 1$.
2:     $\mathbf{ldysav}$ – IntegerInput
On initial entry: an upper bound on the maximum number of differential equations to be solved during the integration.
Constraint: ${\mathbf{ldysav}}\ge {\mathbf{neq}}$.
3:     $\mathbf{t}$ – Real (Kind=nag_wp)Input/Output
On initial entry: $t$, the value of the independent variable. The input value of t is used only on the first call as the initial point of the integration.
On final exit: the value at which the computed solution $y$ is returned (usually at tout).
4:     $\mathbf{tout}$ – Real (Kind=nag_wp)Input
On initial entry: the next value of $t$ at which a computed solution is desired. For the initial $t$, the input value of tout is used to determine the direction of integration. Integration is permitted in either direction (see also itask).
Constraint: ${\mathbf{tout}}\ne {\mathbf{t}}$.
5:     $\mathbf{y}\left({\mathbf{neq}}\right)$ – Real (Kind=nag_wp) arrayInput/Output
On initial entry: the values of the dependent variables (solution). On the first call the first neq elements of $y$ must contain the vector of initial values.
On final exit: the computed solution vector evaluated at t (usually $t={\mathbf{tout}}$).
6:     $\mathbf{ydot}\left({\mathbf{neq}}\right)$ – Real (Kind=nag_wp) arrayInput/Output
On intermediate re-entry: must be set to the derivatives as defined under the description of irevcm.
On final exit: the time derivatives ${y}^{\prime }$ of the vector $y$ at the last integration point.
7:     $\mathbf{rwork}\left(50+4×{\mathbf{neq}}\right)$ – Real (Kind=nag_wp) arrayCommunication Array
On initial entry: must be the same array as used by one of the method setup routines d02mvf, d02nvf or d02nwf, and by one of the storage setup routines d02ntf, d02nuf or d02nvf. The contents of rwork must not be changed between any call to a setup routine and the first call to d02nmf.
On intermediate re-entry: elements of rwork must be set to quantities as defined under the description of irevcm.
On intermediate exit: contains information for JAC, FCN and MONITR operations as described in Section 3 and the argument irevcm.
8:     $\mathbf{rtol}\left(*\right)$ – Real (Kind=nag_wp) arrayInput
Note: the dimension of the array rtol must be at least $1$ if ${\mathbf{itol}}=1$ or $2$, and at least ${\mathbf{neq}}$ otherwise.
On initial entry: the relative local error tolerance.
Constraint: ${\mathbf{rtol}}\left(i\right)\ge 0.0$ for all relevant $i$ (see itol).
9:     $\mathbf{atol}\left(*\right)$ – Real (Kind=nag_wp) arrayInput
Note: the dimension of the array atol must be at least $1$ if ${\mathbf{itol}}=1$ or $3$, and at least ${\mathbf{neq}}$ otherwise.
On initial entry: the absolute local error tolerance.
Constraint: ${\mathbf{atol}}\left(i\right)\ge 0.0$ for all relevant $i$ (see itol).
10:   $\mathbf{itol}$ – IntegerInput
On initial entry: a value to indicate the form of the local error test. itol indicates to d02nmf whether to interpret either or both of rtol or atol as a vector or a scalar. The error test to be satisfied is $‖{e}_{i}/{w}_{i}‖<1.0$, where ${w}_{i}$ is defined as follows:
 itol rtol atol ${w}_{i}$ 1 scalar scalar ${\mathbf{rtol}}\left(1\right)×\left|{y}_{i}\right|+{\mathbf{atol}}\left(1\right)$ 2 scalar vector ${\mathbf{rtol}}\left(1\right)×\left|{y}_{i}\right|+{\mathbf{atol}}\left(i\right)$ 3 vector scalar ${\mathbf{rtol}}\left(i\right)×\left|{y}_{i}\right|+{\mathbf{atol}}\left(1\right)$ 4 vector vector ${\mathbf{rtol}}\left(i\right)×\left|{y}_{i}\right|+{\mathbf{atol}}\left(i\right)$
${e}_{i}$ is an estimate of the local error in ${y}_{i}$, computed internally, and the choice of norm to be used is defined by a previous call to an integrator setup routine.
Constraint: ${\mathbf{itol}}=1$, $2$, $3$ or $4$.
11:   $\mathbf{inform}\left(23\right)$ – Integer arrayCommunication Array
12:   $\mathbf{ysav}\left({\mathbf{ldysav}},{\mathbf{sdysav}}\right)$ – Real (Kind=nag_wp) arrayCommunication Array
13:   $\mathbf{sdysav}$ – IntegerInput
On initial entry: the second dimension of the array ysav as declared in the (sub)program from which d02nmf is called. An appropriate value for sdysav is described in the specifications of the integrator setup routines d02nvf and d02nwf. This value must be the same as that supplied to the integrator setup routine.
14:   $\mathbf{wkjac}\left({\mathbf{nwkjac}}\right)$ – Real (Kind=nag_wp) arrayInput/Output
On intermediate re-entry: elements of the Jacobian as defined under the description of irevcm. If a numerical Jacobian was requested then wkjac is used for workspace.
On intermediate exit: the Jacobian is overwritten.
15:   $\mathbf{nwkjac}$ – IntegerInput
On initial entry: the dimension of the array wkjac as declared in the (sub)program from which d02nmf is called. The actual size depends on the linear algebra method used. An appropriate value for nwkjac is described in the specifications of the linear algebra setup routines d02nsf, d02ntf and d02nuf for full, banded and sparse matrix linear algebra respectively. This value must be the same as that supplied to the linear algebra setup routine.
16:   $\mathbf{jacpvt}\left({\mathbf{njcpvt}}\right)$ – Integer arrayCommunication Array
17:   $\mathbf{njcpvt}$ – IntegerInput
On initial entry: the dimension of the array jacpvt as declared in the (sub)program from which d02nmf is called. The actual size depends on the linear algebra method used. An appropriate value for njcpvt is described in the specifications of the linear algebra setup routines d02ntf and d02nuf for banded and sparse matrix linear algebra respectively. This value must be the same as that supplied to the linear algebra setup routine. When full matrix linear algebra is chosen, the array jacpvt is not used and hence njcpvt should be set to $1$.
18:   $\mathbf{imon}$ – IntegerInput/Output
On intermediate exit: used to pass information between d02nmf and the MONITR operation (see Section 3). With ${\mathbf{irevcm}}=9$, imon contains a flag indicating under what circumstances the return from d02nmf occurred:
${\mathbf{imon}}=-2$
Exit from d02nmf after ${\mathbf{ires}}=4$ caused an early termination (this facility could be used to locate discontinuities).
${\mathbf{imon}}=-1$
The current step failed repeatedly.
${\mathbf{imon}}=0$
Exit from d02nmf after a call to the internal nonlinear equation solver.
${\mathbf{imon}}=1$
The current step was successful.
On intermediate re-entry: may be reset to determine subsequent action in d02nmf.
${\mathbf{imon}}=-2$
Integration is to be halted. A return will be made from d02nmf to the calling (sub)program with ${\mathbf{ifail}}={\mathbf{12}}$.
${\mathbf{imon}}=-1$
Allow d02nmf to continue with its own internal strategy. The integrator will try up to three restarts unless ${\mathbf{imon}}\ne -1$.
${\mathbf{imon}}=0$
Return to the internal nonlinear equation solver, where the action taken is determined by the value of inln.
${\mathbf{imon}}=1$
Normal exit to d02nmf to continue integration.
${\mathbf{imon}}=2$
Restart the integration at the current time point. The integrator will restart from order $1$ when this option is used. The solution y, provided by the monitr operation (see Section 3), will be used for the initial conditions.
${\mathbf{imon}}=3$
Try to continue with the same step size and order as was to be used before entering the monitr operation (see Section 3). hmin and hmax may be altered if desired.
${\mathbf{imon}}=4$
Continue the integration but using a new value of hnext and possibly new values of hmin and hmax.
19:   $\mathbf{inln}$ – IntegerInput/Output
On intermediate re-entry: with ${\mathbf{imon}}=0$ and ${\mathbf{irevcm}}=9$, inln specifies the action to be taken by the internal nonlinear equation solver. By setting ${\mathbf{inln}}=3$ and returning to d02nmf, the residual vector is evaluated and placed in ${\mathbf{rwork}}\left(50+2×{\mathbf{neq}}+\mathit{i}\right)$, for $\mathit{i}=1,2,\dots ,{\mathbf{neq}}$ and then the monitr operation (see Section 3) is invoked again. At present this is the only option available: inln must not be set to any other value.
On intermediate exit: contains a flag indicating the action to be taken, if any, by the internal nonlinear equation solver.
20:   $\mathbf{ires}$ – IntegerInput/Output
On intermediate exit: with ${\mathbf{irevcm}}=1$, $2$, $3$, $4$ or $5$, ires contains the value $1$.
On intermediate re-entry: should be unchanged unless one of the following actions is required of d02nmf in which case ires should be set accordingly.
${\mathbf{ires}}=2$
Indicates to d02nmf that control should be passed back immediately to the calling (sub)program with the error indicator set to ${\mathbf{ifail}}={\mathbf{11}}$.
${\mathbf{ires}}=3$
Indicates to d02nmf that an error condition has occurred in the solution vector, its time derivative or in the value of $t$. The integrator will use a smaller time step to try to avoid this condition. If this is not possible d02nmf returns to the calling (sub)program with the error indicator set to ${\mathbf{ifail}}={\mathbf{7}}$.
${\mathbf{ires}}=4$
Indicates to d02nmf to stop its current operation and to enter the monitr operation (see Section 3) immediately.
21:   $\mathbf{irevcm}$ – IntegerInput/Output
On initial entry: must contain $0$.
On intermediate re-entry: should remain unchanged.
On intermediate exit: indicates what action you must take before re-entering. The possible exit values of irevcm are $1$, $3$, $4$, $5$, $8$, $9$ or $10$, which should be interpreted as follows:
${\mathbf{irevcm}}=1$, $3$, $4$ and $5$
Indicates that an FCN operation (see Section 3) is required: ${y}^{\prime }=g\left(t,y\right)$ must be supplied, where ${\mathbf{y}}\left(\mathit{i}\right)$ is located in ${y}_{\mathit{i}}$, for $\mathit{i}=1,2,\dots ,{\mathbf{neq}}$.
For ${\mathbf{irevcm}}=1$ or $3$, ${y}_{\mathit{i}}^{\prime }$ should be placed in location ${\mathbf{rwork}}\left(50+2×{\mathbf{neq}}+\mathit{i}\right)$, for $\mathit{i}=1,2,\dots ,{\mathbf{neq}}$.
For ${\mathbf{irevcm}}=4$, ${y}_{\mathit{i}}^{\prime }$ should be placed in location ${\mathbf{rwork}}\left(50+{\mathbf{neq}}+\mathit{i}\right)$, for $\mathit{i}=1,2,\dots ,{\mathbf{neq}}$.
For ${\mathbf{irevcm}}=5$, ${y}_{\mathit{i}}^{\prime }$ should be placed in location ${\mathbf{ydot}}\left(\mathit{i}\right)$, for $\mathit{i}=1,2,\dots ,{\mathbf{neq}}$.
${\mathbf{irevcm}}=8$
Indicates that a JAC operation (see Section 3) is required: the Jacobian matrix must be supplied.
If full matrix linear algebra is being used, the $\left(i,j\right)$th element of the Jacobian must be stored in ${\mathbf{wkjac}}\left(\left(j-1\right)×{\mathbf{neq}}+i\right)$.
If banded matrix linear algebra is being used then the $\left(i,j\right)$th element of the Jacobian
must be stored in ${\mathbf{wkjac}}\left(\left(i-1\right)×{m}_{B}+k\right)$, where ${m}_{B}={m}_{L}+{m}_{U}+1$ and
$k=\mathrm{min}\phantom{\rule{0.125em}{0ex}}\left({m}_{L}-i+1,0\right)+j$; here ${m}_{L}$ and ${m}_{U}$ are the number of subdiagonals and superdiagonals, respectively, in the band.
If sparse matrix linear algebra is being used then d02nrf must be called to determine which column of the Jacobian is required and where it should be stored.
```Call d02nrf(j, iplace, inform)
```
will return in j the number of the column of the Jacobian that is required and will set ${\mathbf{iplace}}=1$ or $2$. If ${\mathbf{iplace}}=1$, the $\left(i,j\right)$th element of the Jacobian must be stored in ${\mathbf{rwork}}\left(50+2×{\mathbf{neq}}+i\right)$; otherwise it must be stored in ${\mathbf{rwork}}\left(50+{\mathbf{neq}}+i\right)$.
${\mathbf{irevcm}}=9$
Indicates that a MONITR operation (see Section 3) can be performed.
${\mathbf{irevcm}}=10$
Indicates that the current step was not successful, due to error test failure or convergence test failure. The only information supplied to you on this return is the current value of the independent variable $t$, located in ${\mathbf{rwork}}\left(19\right)$. No values must be changed before re-entering d02nmf; this facility enables you to determine the number of unsuccessful steps.
On final exit: ${\mathbf{irevcm}}=0$ indicated the user-specified task has been completed or an error has been encountered (see the descriptions for itask and ifail).
Constraint: ${\mathbf{irevcm}}=0$, $1$, $3$, $4$, $5$, $8$, $9$ or $10$.
Note: any values you return to d02nmf as part of the reverse communication procedure should not include floating-point NaN (Not a Number) or infinity values, since these are not handled by d02nmf. If your code inadvertently does return any NaNs or infinities, d02nmf is likely to produce unexpected results.
22:   $\mathbf{itask}$ – IntegerInput
On initial entry: the task to be performed by the integrator.
${\mathbf{itask}}=1$
Normal computation of output values of $y\left(t\right)$ at $t={\mathbf{tout}}$ (by overshooting and interpolating).
${\mathbf{itask}}=2$
Take one step only and return.
${\mathbf{itask}}=3$
Stop at the first internal integration point at or beyond $t={\mathbf{tout}}$ and return.
${\mathbf{itask}}=4$
Normal computation of output values of $y\left(t\right)$ at $t={\mathbf{tout}}$ but without overshooting $t={\mathbf{tcrit}}$. tcrit must be specified as an option in one of the integrator setup routines before the first call to the integrator, or specified in the optional input routine before a continuation call. tcrit (e.g., see d02nvf) may be equal to or beyond tout, but not before it in the direction of integration.
${\mathbf{itask}}=5$
Take one step only and return, without passing tcrit (e.g., see d02nvf). tcrit must be specified under ${\mathbf{itask}}=4$.
Constraint: $1\le {\mathbf{itask}}\le 5$.
23:   $\mathbf{itrace}$ – IntegerInput
On initial entry: the level of output that is printed by the integrator. itrace may take the value $-1$, $0$, $1$, $2$ or $3$.
${\mathbf{itrace}}<-1$
$-1$ is assumed and similarly if ${\mathbf{itrace}}>3$, $3$ is assumed.
${\mathbf{itrace}}=-1$
No output is generated.
${\mathbf{itrace}}=0$
Only warning messages are printed on the current error message unit (see x04aaf).
${\mathbf{itrace}}>0$
Warning messages are printed as above, and on the current advisory message unit (see x04abf) output is generated which details Jacobian entries, the nonlinear iteration and the time integration. The advisory messages are given in greater detail the larger the value of itrace.
24:   $\mathbf{ifail}$ – IntegerInput/Output
On initial entry: ifail must be set to $0$, $-1\text{​ or ​}1$. If you are unfamiliar with this argument you should refer to Section 3.4 in How to Use the NAG Library and its Documentation for details.
For environments where it might be inappropriate to halt program execution when an error is detected, the value $-1\text{​ or ​}1$ is recommended. If the output of error messages is undesirable, then the value $1$ is recommended. Otherwise, because for this routine the values of the output arguments may be useful even if ${\mathbf{ifail}}\ne {\mathbf{0}}$ on exit, the recommended value is $-1$. When the value $-\mathbf{1}\text{​ or ​}1$ is used it is essential to test the value of ifail on exit.
On final exit: ${\mathbf{ifail}}={\mathbf{0}}$ unless the routine detects an error or a warning has been flagged (see Section 6).

## 6Error Indicators and Warnings

If on entry ${\mathbf{ifail}}=0$ or $-1$, explanatory error messages are output on the current error message unit (as defined by x04aaf).
Errors or warnings detected by the routine:
${\mathbf{ifail}}=1$
On entry, the integrator detected an illegal input, or that a linear algebra and/or integrator setup routine has not been called prior to the call to the integrator. If ${\mathbf{itrace}}\ge 0$, the form of the error will be detailed on the current error message unit (see x04aaf).
${\mathbf{ifail}}=2$
The maximum number of steps specified has been taken (see the description of optional inputs in the integrator setup routines and the optional input continuation routine, d02nzf).
${\mathbf{ifail}}=3$
With the given values of rtol and atol no further progress can be made across the integration range from the current point t. The components ${\mathbf{y}}\left(1\right),{\mathbf{y}}\left(2\right),\dots ,{\mathbf{y}}\left({\mathbf{neq}}\right)$ contain the computed values of the solution at the current point t.
${\mathbf{ifail}}=4$
There were repeated error test failures on an attempted step, before completing the requested task, but the integration was successful as far as t. The problem may have a singularity, or the local error requirements may be inappropriate.
${\mathbf{ifail}}=5$
There were repeated convergence test failures on an attempted step, before completing the requested task, but the integration was successful as far as t. This may be caused by an inaccurate Jacobian matrix or one which is incorrectly computed.
${\mathbf{ifail}}=6$
Some error weight ${w}_{i}$ became zero during the integration (see the description of itol). Pure relative error control $\left({\mathbf{atol}}\left(i\right)=0.0\right)$ was requested on a variable (the $i$th) which has now vanished. The integration was successful as far as t.
${\mathbf{ifail}}=7$
The FCN operation (see Section 3) set the error flag ${\mathbf{ires}}=3$ continually despite repeated attempts by the integrator to avoid this.
${\mathbf{ifail}}=8$
Not used for this integrator.
${\mathbf{ifail}}=9$
A singular Jacobian $\frac{\partial r}{\partial y}$ has been encountered. This error exit is unlikely to be taken when solving explicit ordinary differential equations. You should check the problem formulation and Jacobian calculation.
${\mathbf{ifail}}=10$
An error occurred during Jacobian formulation or back-substitution (a more detailed error description may be directed to the current error message unit, see x04aaf).
${\mathbf{ifail}}=11$
The FCN operation (see Section 3) signalled the integrator to halt the integration and return by setting ${\mathbf{ires}}=2$. Integration was successful as far as t.
${\mathbf{ifail}}=12$
The MONITR operation (see Section 3) set ${\mathbf{imon}}=-2$ and so forced a return but the integration was successful as far as t.
${\mathbf{ifail}}=13$
The requested task has been completed, but it is estimated that a small change in rtol and atol is unlikely to produce any change in the computed solution. (Only applies when you are not operating in one step mode, that is when ${\mathbf{itask}}\ne 2$ or $5$.)
${\mathbf{ifail}}=14$
The values of rtol and atol are so small that d02nmf is unable to start the integration.
${\mathbf{ifail}}=-99$
See Section 3.9 in How to Use the NAG Library and its Documentation for further information.
${\mathbf{ifail}}=-399$
Your licence key may have expired or may not have been installed correctly.
See Section 3.8 in How to Use the NAG Library and its Documentation for further information.
${\mathbf{ifail}}=-999$
Dynamic memory allocation failed.
See Section 3.7 in How to Use the NAG Library and its Documentation for further information.

## 7Accuracy

The accuracy of the numerical solution may be controlled by a careful choice of the arguments rtol and atol, and to a much lesser extent by the choice of norm. You are advised to use scalar error control unless the components of the solution are expected to be poorly scaled. For the type of decaying solution typical of many stiff problems, relative error control with a small absolute error threshold will be most appropriate (that is, you are advised to choose ${\mathbf{itol}}=1$ with ${\mathbf{atol}}\left(1\right)$ small but positive).

## 8Parallelism and Performance

d02nmf is not thread safe and should not be called from a multithreaded user program. Please see Section 3.12.1 in How to Use the NAG Library and its Documentation for more information on thread safety.
d02nmf is threaded by NAG for parallel execution in multithreaded implementations of the NAG Library.
d02nmf 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 cost of computing a solution depends critically on the size of the differential system and to a lesser extent on the degree of stiffness of the problem; also on the type of linear algebra being used. For further details see Section 9 of the documents for d02nbf (full matrix), d02ncf (banded matrix) or d02ndf (sparse matrix).
In general, you are advised to choose the backward differentiation formula option (setup routine d02nvf) but if efficiency is of great importance and especially if it is suspected that $\frac{\partial g}{\partial y}$ has complex eigenvalues near the imaginary axis for some part of the integration, you should try the BLEND option (setup routine d02nwf).

## 10Example

This example solves the well-known stiff Robertson problem
 $a′ = -0.04a+1.0E4bc-3.0E7⁢b2 b′ = -0.04a-1.0E4bc-3.0E7⁢b2 c′ = -0.04a-1.0E4bc-3.0E7⁢b2$
over the range $\left[0,10\right]$ with initial conditions $a=1.0$ and $b=c=0.0$ and with scalar error control (${\mathbf{itol}}=1$). The integration proceeds until ${\mathbf{tout}}=10.0$ is passed, providing ${C}^{1}$ interpolation at intervals of $2.0$ through a MONITR operation. The integration method used is the BDF method (setup routine d02nvf) with a modified Newton method. The Jacobian is a full matrix, which is specified using the setup routine d02nsf; this Jacobian is to be calculated numerically.

### 10.1Program Text

Program Text (d02nmfe.f90)

### 10.2Program Data

Program Data (d02nmfe.d)

### 10.3Program Results

Program Results (d02nmfe.r)

© The Numerical Algorithms Group Ltd, Oxford, UK. 2017