xref: /petsc/src/ts/tutorials/hybrid/ex1fd.c (revision c4762a1b19cd2af06abeed90e8f9d34fb975dd94)
1*c4762a1bSJed Brown static char help[] = "An example of hybrid system using TS event.\n";
2*c4762a1bSJed Brown 
3*c4762a1bSJed Brown /*
4*c4762a1bSJed Brown   The dynamics is described by the ODE
5*c4762a1bSJed Brown                   u_t = A_i u
6*c4762a1bSJed Brown 
7*c4762a1bSJed Brown   where A_1 = [ 1  -100
8*c4762a1bSJed Brown                 10  1  ],
9*c4762a1bSJed Brown         A_2 = [ 1    10
10*c4762a1bSJed Brown                -100  1 ].
11*c4762a1bSJed Brown   The index i changes from 1 to 2 when u[1]=2.75u[0] and from 2 to 1 when u[1]=0.36u[0].
12*c4762a1bSJed Brown   Initially u=[0 1]^T and i=1.
13*c4762a1bSJed Brown 
14*c4762a1bSJed Brown   Reference:
15*c4762a1bSJed Brown   I. A. Hiskens, M.A. Pai, Trajectory Sensitivity Analysis of Hybrid Systems, IEEE Transactions on Circuits and Systems, Vol 47, No 2, February 2000
16*c4762a1bSJed Brown */
17*c4762a1bSJed Brown 
18*c4762a1bSJed Brown #include <petscts.h>
19*c4762a1bSJed Brown 
20*c4762a1bSJed Brown typedef struct {
21*c4762a1bSJed Brown   PetscReal lambda1;
22*c4762a1bSJed Brown   PetscReal lambda2;
23*c4762a1bSJed Brown   PetscInt  mode;  /* mode flag*/
24*c4762a1bSJed Brown } AppCtx;
25*c4762a1bSJed Brown 
26*c4762a1bSJed Brown PetscErrorCode FWDRun(TS, Vec, void *);
27*c4762a1bSJed Brown 
28*c4762a1bSJed Brown PetscErrorCode EventFunction(TS ts,PetscReal t,Vec U,PetscScalar *fvalue,void *ctx)
29*c4762a1bSJed Brown {
30*c4762a1bSJed Brown   AppCtx            *actx=(AppCtx*)ctx;
31*c4762a1bSJed Brown   PetscErrorCode    ierr;
32*c4762a1bSJed Brown   const PetscScalar *u;
33*c4762a1bSJed Brown 
34*c4762a1bSJed Brown   PetscFunctionBegin;
35*c4762a1bSJed Brown   ierr = VecGetArrayRead(U,&u);CHKERRQ(ierr);
36*c4762a1bSJed Brown   if (actx->mode == 1) {
37*c4762a1bSJed Brown     fvalue[0] = u[1]-actx->lambda1*u[0];
38*c4762a1bSJed Brown   } else if (actx->mode == 2) {
39*c4762a1bSJed Brown     fvalue[0] = u[1]-actx->lambda2*u[0];
40*c4762a1bSJed Brown   }
41*c4762a1bSJed Brown   ierr = VecRestoreArrayRead(U,&u);CHKERRQ(ierr);
42*c4762a1bSJed Brown   PetscFunctionReturn(0);
43*c4762a1bSJed Brown }
44*c4762a1bSJed Brown 
45*c4762a1bSJed Brown PetscErrorCode ShiftGradients(TS ts,Vec U,AppCtx *actx)
46*c4762a1bSJed Brown {
47*c4762a1bSJed Brown   Vec               *lambda,*mu;
48*c4762a1bSJed Brown   PetscScalar       *x,*y;
49*c4762a1bSJed Brown   const PetscScalar *u;
50*c4762a1bSJed Brown   PetscErrorCode    ierr;
51*c4762a1bSJed Brown   PetscScalar       tmp[2],A1[2][2],A2[2],denorm1,denorm2;
52*c4762a1bSJed Brown   PetscInt          numcost;
53*c4762a1bSJed Brown 
54*c4762a1bSJed Brown   PetscFunctionBegin;
55*c4762a1bSJed Brown   ierr = TSGetCostGradients(ts,&numcost,&lambda,&mu);CHKERRQ(ierr);
56*c4762a1bSJed Brown   ierr = VecGetArrayRead(U,&u);CHKERRQ(ierr);
57*c4762a1bSJed Brown 
58*c4762a1bSJed Brown   if (actx->mode==2) {
59*c4762a1bSJed Brown     denorm1 = -actx->lambda1*(u[0]-100.*u[1])+1.*(10.*u[0]+u[1]);
60*c4762a1bSJed Brown     denorm2 = -actx->lambda1*(u[0]+10.*u[1])+1.*(-100.*u[0]+u[1]);
61*c4762a1bSJed Brown     A1[0][0] = 110.*u[1]*(-actx->lambda1)/denorm1+1.;
62*c4762a1bSJed Brown     A1[0][1] = -110.*u[0]*(-actx->lambda1)/denorm1;
63*c4762a1bSJed Brown     A1[1][0] = 110.*u[1]*1./denorm1;
64*c4762a1bSJed Brown     A1[1][1] = -110.*u[0]*1./denorm1+1.;
65*c4762a1bSJed Brown 
66*c4762a1bSJed Brown     A2[0] = 110.*u[1]*(-u[0])/denorm2;
67*c4762a1bSJed Brown     A2[1] = -110.*u[0]*(-u[0])/denorm2;
68*c4762a1bSJed Brown   } else {
69*c4762a1bSJed Brown     denorm2 = -actx->lambda2*(u[0]+10.*u[1])+1.*(-100.*u[0]+u[1]);
70*c4762a1bSJed Brown     A1[0][0] = 110.*u[1]*(-actx->lambda1)/denorm2+1;
71*c4762a1bSJed Brown     A1[0][1] = -110.*u[0]*(-actx->lambda1)/denorm2;
72*c4762a1bSJed Brown     A1[1][0] = 110.*u[1]*1./denorm2;
73*c4762a1bSJed Brown     A1[1][1] = -110.*u[0]*1./denorm2+1.;
74*c4762a1bSJed Brown 
75*c4762a1bSJed Brown     A2[0] = 0;
76*c4762a1bSJed Brown     A2[1] = 0;
77*c4762a1bSJed Brown   }
78*c4762a1bSJed Brown 
79*c4762a1bSJed Brown   ierr = VecRestoreArrayRead(U,&u);CHKERRQ(ierr);
80*c4762a1bSJed Brown 
81*c4762a1bSJed Brown   ierr   = VecGetArray(lambda[0],&x);CHKERRQ(ierr);
82*c4762a1bSJed Brown   ierr   = VecGetArray(mu[0],&y);CHKERRQ(ierr);
83*c4762a1bSJed Brown   tmp[0] = A1[0][0]*x[0]+A1[0][1]*x[1];
84*c4762a1bSJed Brown   tmp[1] = A1[1][0]*x[0]+A1[1][1]*x[1];
85*c4762a1bSJed Brown   y[0]   = y[0] + A2[0]*x[0]+A2[1]*x[1];
86*c4762a1bSJed Brown   x[0]   = tmp[0];
87*c4762a1bSJed Brown   x[1]   = tmp[1];
88*c4762a1bSJed Brown   ierr   = VecRestoreArray(mu[0],&y);CHKERRQ(ierr);
89*c4762a1bSJed Brown   ierr   = VecRestoreArray(lambda[0],&x);CHKERRQ(ierr);
90*c4762a1bSJed Brown 
91*c4762a1bSJed Brown   ierr   = VecGetArray(lambda[1],&x);CHKERRQ(ierr);
92*c4762a1bSJed Brown   ierr   = VecGetArray(mu[1],&y);CHKERRQ(ierr);
93*c4762a1bSJed Brown   tmp[0] = A1[0][0]*x[0]+A1[0][1]*x[1];
94*c4762a1bSJed Brown   tmp[1] = A1[1][0]*x[0]+A1[1][1]*x[1];
95*c4762a1bSJed Brown   y[0]   = y[0] + A2[0]*x[0]+A2[1]*x[1];
96*c4762a1bSJed Brown   x[0]   = tmp[0];
97*c4762a1bSJed Brown   x[1]   = tmp[1];
98*c4762a1bSJed Brown   ierr   = VecRestoreArray(mu[1],&y);CHKERRQ(ierr);
99*c4762a1bSJed Brown   ierr   = VecRestoreArray(lambda[1],&x);CHKERRQ(ierr);
100*c4762a1bSJed Brown   PetscFunctionReturn(0);
101*c4762a1bSJed Brown }
102*c4762a1bSJed Brown 
103*c4762a1bSJed Brown PetscErrorCode PostEventFunction(TS ts,PetscInt nevents,PetscInt event_list[],PetscReal t,Vec U,PetscBool forwardsolve,void* ctx)
104*c4762a1bSJed Brown {
105*c4762a1bSJed Brown   AppCtx         *actx=(AppCtx*)ctx;
106*c4762a1bSJed Brown   PetscErrorCode ierr;
107*c4762a1bSJed Brown 
108*c4762a1bSJed Brown   PetscFunctionBegin;
109*c4762a1bSJed Brown   if (!forwardsolve) {
110*c4762a1bSJed Brown     ierr = ShiftGradients(ts,U,actx);CHKERRQ(ierr);
111*c4762a1bSJed Brown   }
112*c4762a1bSJed Brown   if (actx->mode == 1) {
113*c4762a1bSJed Brown     actx->mode = 2;
114*c4762a1bSJed Brown     ierr = PetscPrintf(PETSC_COMM_SELF,"Change from mode 1 to 2 at t = %f \n",(double)t);CHKERRQ(ierr);
115*c4762a1bSJed Brown   } else if (actx->mode == 2) {
116*c4762a1bSJed Brown     actx->mode = 1;
117*c4762a1bSJed Brown     ierr = PetscPrintf(PETSC_COMM_SELF,"Change from mode 2 to 1 at t = %f \n",(double)t);CHKERRQ(ierr);
118*c4762a1bSJed Brown   }
119*c4762a1bSJed Brown   PetscFunctionReturn(0);
120*c4762a1bSJed Brown }
121*c4762a1bSJed Brown 
122*c4762a1bSJed Brown /*
123*c4762a1bSJed Brown      Defines the ODE passed to the ODE solver
124*c4762a1bSJed Brown */
125*c4762a1bSJed Brown static PetscErrorCode IFunction(TS ts,PetscReal t,Vec U,Vec Udot,Vec F,void *ctx)
126*c4762a1bSJed Brown {
127*c4762a1bSJed Brown   AppCtx            *actx=(AppCtx*)ctx;
128*c4762a1bSJed Brown   PetscErrorCode    ierr;
129*c4762a1bSJed Brown   PetscScalar       *f;
130*c4762a1bSJed Brown   const PetscScalar *u,*udot;
131*c4762a1bSJed Brown 
132*c4762a1bSJed Brown   PetscFunctionBegin;
133*c4762a1bSJed Brown   /*  The next three lines allow us to access the entries of the vectors directly */
134*c4762a1bSJed Brown   ierr = VecGetArrayRead(U,&u);CHKERRQ(ierr);
135*c4762a1bSJed Brown   ierr = VecGetArrayRead(Udot,&udot);CHKERRQ(ierr);
136*c4762a1bSJed Brown   ierr = VecGetArray(F,&f);CHKERRQ(ierr);
137*c4762a1bSJed Brown 
138*c4762a1bSJed Brown   if (actx->mode == 1) {
139*c4762a1bSJed Brown     f[0] = udot[0]-u[0]+100*u[1];
140*c4762a1bSJed Brown     f[1] = udot[1]-10*u[0]-u[1];
141*c4762a1bSJed Brown   } else if (actx->mode == 2) {
142*c4762a1bSJed Brown     f[0] = udot[0]-u[0]-10*u[1];
143*c4762a1bSJed Brown     f[1] = udot[1]+100*u[0]-u[1];
144*c4762a1bSJed Brown   }
145*c4762a1bSJed Brown 
146*c4762a1bSJed Brown   ierr = VecRestoreArrayRead(U,&u);CHKERRQ(ierr);
147*c4762a1bSJed Brown   ierr = VecRestoreArrayRead(Udot,&udot);CHKERRQ(ierr);
148*c4762a1bSJed Brown   ierr = VecRestoreArray(F,&f);CHKERRQ(ierr);
149*c4762a1bSJed Brown   PetscFunctionReturn(0);
150*c4762a1bSJed Brown }
151*c4762a1bSJed Brown 
152*c4762a1bSJed Brown /*
153*c4762a1bSJed Brown      Defines the Jacobian of the ODE passed to the ODE solver. See TSSetIJacobian() for the meaning of a and the Jacobian.
154*c4762a1bSJed Brown */
155*c4762a1bSJed Brown static PetscErrorCode IJacobian(TS ts,PetscReal t,Vec U,Vec Udot,PetscReal a,Mat A,Mat B,void *ctx)
156*c4762a1bSJed Brown {
157*c4762a1bSJed Brown   AppCtx            *actx=(AppCtx*)ctx;
158*c4762a1bSJed Brown   PetscErrorCode    ierr;
159*c4762a1bSJed Brown   PetscInt          rowcol[] = {0,1};
160*c4762a1bSJed Brown   PetscScalar       J[2][2];
161*c4762a1bSJed Brown   const PetscScalar *u,*udot;
162*c4762a1bSJed Brown 
163*c4762a1bSJed Brown   PetscFunctionBegin;
164*c4762a1bSJed Brown   ierr = VecGetArrayRead(U,&u);CHKERRQ(ierr);
165*c4762a1bSJed Brown   ierr = VecGetArrayRead(Udot,&udot);CHKERRQ(ierr);
166*c4762a1bSJed Brown 
167*c4762a1bSJed Brown   if (actx->mode == 1) {
168*c4762a1bSJed Brown     J[0][0] = a-1;                       J[0][1] = 100;
169*c4762a1bSJed Brown     J[1][0] = -10;                       J[1][1] = a-1;
170*c4762a1bSJed Brown   } else if (actx->mode == 2) {
171*c4762a1bSJed Brown     J[0][0] = a-1;                       J[0][1] = -10;
172*c4762a1bSJed Brown     J[1][0] = 100;                       J[1][1] = a-1;
173*c4762a1bSJed Brown   }
174*c4762a1bSJed Brown   ierr = MatSetValues(B,2,rowcol,2,rowcol,&J[0][0],INSERT_VALUES);CHKERRQ(ierr);
175*c4762a1bSJed Brown 
176*c4762a1bSJed Brown   ierr = VecRestoreArrayRead(U,&u);CHKERRQ(ierr);
177*c4762a1bSJed Brown   ierr = VecRestoreArrayRead(Udot,&udot);CHKERRQ(ierr);
178*c4762a1bSJed Brown 
179*c4762a1bSJed Brown   ierr = MatAssemblyBegin(A,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
180*c4762a1bSJed Brown   ierr = MatAssemblyEnd(A,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
181*c4762a1bSJed Brown   if (A != B) {
182*c4762a1bSJed Brown     ierr = MatAssemblyBegin(B,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
183*c4762a1bSJed Brown     ierr = MatAssemblyEnd(B,MAT_FINAL_ASSEMBLY);CHKERRQ(ierr);
184*c4762a1bSJed Brown   }
185*c4762a1bSJed Brown   PetscFunctionReturn(0);
186*c4762a1bSJed Brown }
187*c4762a1bSJed Brown 
188*c4762a1bSJed Brown int main(int argc,char **argv)
189*c4762a1bSJed Brown {
190*c4762a1bSJed Brown   TS             ts;            /* ODE integrator */
191*c4762a1bSJed Brown   Vec            U;             /* solution will be stored here */
192*c4762a1bSJed Brown   Mat            A;             /* Jacobian matrix */
193*c4762a1bSJed Brown   Mat            Ap;            /* dfdp */
194*c4762a1bSJed Brown   PetscErrorCode ierr;
195*c4762a1bSJed Brown   PetscMPIInt    size;
196*c4762a1bSJed Brown   PetscInt       n = 2;
197*c4762a1bSJed Brown   PetscScalar    *u;
198*c4762a1bSJed Brown   AppCtx         app;
199*c4762a1bSJed Brown   PetscInt       direction[1];
200*c4762a1bSJed Brown   PetscBool      terminate[1];
201*c4762a1bSJed Brown   PetscReal      delta,tmp[2],sensi[2];
202*c4762a1bSJed Brown 
203*c4762a1bSJed Brown   delta = 1e-8;
204*c4762a1bSJed Brown 
205*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
206*c4762a1bSJed Brown      Initialize program
207*c4762a1bSJed Brown      - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
208*c4762a1bSJed Brown   ierr = PetscInitialize(&argc,&argv,(char*)0,help);if (ierr) return ierr;
209*c4762a1bSJed Brown   ierr = MPI_Comm_size(PETSC_COMM_WORLD,&size);CHKERRQ(ierr);
210*c4762a1bSJed Brown   if (size > 1) SETERRQ(PETSC_COMM_WORLD,PETSC_ERR_SUP,"Only for sequential runs");
211*c4762a1bSJed Brown   app.mode = 1;
212*c4762a1bSJed Brown   app.lambda1 = 2.75;
213*c4762a1bSJed Brown   app.lambda2 = 0.36;
214*c4762a1bSJed Brown   ierr = PetscOptionsBegin(PETSC_COMM_WORLD,NULL,"ex1 options","");CHKERRQ(ierr);
215*c4762a1bSJed Brown   {
216*c4762a1bSJed Brown     ierr = PetscOptionsReal("-lambda1","","",app.lambda1,&app.lambda1,NULL);CHKERRQ(ierr);
217*c4762a1bSJed Brown     ierr = PetscOptionsReal("-lambda2","","",app.lambda2,&app.lambda2,NULL);CHKERRQ(ierr);
218*c4762a1bSJed Brown   }
219*c4762a1bSJed Brown   ierr = PetscOptionsEnd();CHKERRQ(ierr);
220*c4762a1bSJed Brown 
221*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
222*c4762a1bSJed Brown     Create necessary matrix and vectors
223*c4762a1bSJed Brown     - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
224*c4762a1bSJed Brown   ierr = MatCreate(PETSC_COMM_WORLD,&A);CHKERRQ(ierr);
225*c4762a1bSJed Brown   ierr = MatSetSizes(A,n,n,PETSC_DETERMINE,PETSC_DETERMINE);CHKERRQ(ierr);
226*c4762a1bSJed Brown   ierr = MatSetType(A,MATDENSE);CHKERRQ(ierr);
227*c4762a1bSJed Brown   ierr = MatSetFromOptions(A);CHKERRQ(ierr);
228*c4762a1bSJed Brown   ierr = MatSetUp(A);CHKERRQ(ierr);
229*c4762a1bSJed Brown 
230*c4762a1bSJed Brown   ierr = MatCreateVecs(A,&U,NULL);CHKERRQ(ierr);
231*c4762a1bSJed Brown 
232*c4762a1bSJed Brown   ierr = MatCreate(PETSC_COMM_WORLD,&Ap);CHKERRQ(ierr);
233*c4762a1bSJed Brown   ierr = MatSetSizes(Ap,n,1,PETSC_DETERMINE,PETSC_DETERMINE);CHKERRQ(ierr);
234*c4762a1bSJed Brown   ierr = MatSetType(Ap,MATDENSE);CHKERRQ(ierr);
235*c4762a1bSJed Brown   ierr = MatSetFromOptions(Ap);CHKERRQ(ierr);
236*c4762a1bSJed Brown   ierr = MatSetUp(Ap);CHKERRQ(ierr);
237*c4762a1bSJed Brown   ierr = MatZeroEntries(Ap);CHKERRQ(ierr); /* initialize to zeros */
238*c4762a1bSJed Brown 
239*c4762a1bSJed Brown   ierr = VecGetArray(U,&u);CHKERRQ(ierr);
240*c4762a1bSJed Brown   u[0] = 0;
241*c4762a1bSJed Brown   u[1] = 1;
242*c4762a1bSJed Brown   ierr = VecRestoreArray(U,&u);CHKERRQ(ierr);
243*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
244*c4762a1bSJed Brown      Create timestepping solver context
245*c4762a1bSJed Brown      - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
246*c4762a1bSJed Brown   ierr = TSCreate(PETSC_COMM_WORLD,&ts);CHKERRQ(ierr);
247*c4762a1bSJed Brown   ierr = TSSetProblemType(ts,TS_NONLINEAR);CHKERRQ(ierr);
248*c4762a1bSJed Brown   ierr = TSSetType(ts,TSCN);CHKERRQ(ierr);
249*c4762a1bSJed Brown   ierr = TSSetIFunction(ts,NULL,(TSIFunction)IFunction,&app);CHKERRQ(ierr);
250*c4762a1bSJed Brown   ierr = TSSetIJacobian(ts,A,A,(TSIJacobian)IJacobian,&app);CHKERRQ(ierr);
251*c4762a1bSJed Brown 
252*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
253*c4762a1bSJed Brown      Set initial conditions
254*c4762a1bSJed Brown    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
255*c4762a1bSJed Brown   ierr = TSSetSolution(ts,U);CHKERRQ(ierr);
256*c4762a1bSJed Brown 
257*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
258*c4762a1bSJed Brown      Set solver options
259*c4762a1bSJed Brown    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
260*c4762a1bSJed Brown   ierr = TSSetMaxTime(ts,0.125);CHKERRQ(ierr);
261*c4762a1bSJed Brown   ierr = TSSetExactFinalTime(ts,TS_EXACTFINALTIME_MATCHSTEP);CHKERRQ(ierr);
262*c4762a1bSJed Brown   ierr = TSSetTimeStep(ts,1./256.);CHKERRQ(ierr);
263*c4762a1bSJed Brown   ierr = TSSetFromOptions(ts);CHKERRQ(ierr);
264*c4762a1bSJed Brown 
265*c4762a1bSJed Brown   /* Set directions and terminate flags for the two events */
266*c4762a1bSJed Brown   direction[0] = 0;
267*c4762a1bSJed Brown   terminate[0] = PETSC_FALSE;
268*c4762a1bSJed Brown   ierr = TSSetEventHandler(ts,1,direction,terminate,EventFunction,PostEventFunction,(void*)&app);CHKERRQ(ierr);
269*c4762a1bSJed Brown 
270*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
271*c4762a1bSJed Brown      Run timestepping solver
272*c4762a1bSJed Brown      - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
273*c4762a1bSJed Brown   ierr = TSSolve(ts,U);CHKERRQ(ierr);
274*c4762a1bSJed Brown 
275*c4762a1bSJed Brown   ierr = VecGetArray(U,&u);CHKERRQ(ierr);
276*c4762a1bSJed Brown   tmp[0] = u[0];
277*c4762a1bSJed Brown   tmp[1] = u[1];
278*c4762a1bSJed Brown 
279*c4762a1bSJed Brown   u[0] = 0+delta;
280*c4762a1bSJed Brown   u[1] = 1;
281*c4762a1bSJed Brown   ierr = VecRestoreArray(U,&u);CHKERRQ(ierr);
282*c4762a1bSJed Brown 
283*c4762a1bSJed Brown   ierr = FWDRun(ts,U,(void*)&app);CHKERRQ(ierr);
284*c4762a1bSJed Brown 
285*c4762a1bSJed Brown   ierr = VecGetArray(U,&u);CHKERRQ(ierr);
286*c4762a1bSJed Brown   sensi[0] = (u[0]-tmp[0])/delta;
287*c4762a1bSJed Brown   sensi[1] = (u[1]-tmp[1])/delta;
288*c4762a1bSJed Brown   ierr = PetscPrintf(PETSC_COMM_SELF,"d x1(tf) /d x1(t0) = %f d x2(tf) / d x1(t0) = %f \n",sensi[0],sensi[1]);CHKERRQ(ierr);
289*c4762a1bSJed Brown   u[0] = 0;
290*c4762a1bSJed Brown   u[1] = 1+delta;
291*c4762a1bSJed Brown   ierr = VecRestoreArray(U,&u);CHKERRQ(ierr);
292*c4762a1bSJed Brown 
293*c4762a1bSJed Brown   ierr = FWDRun(ts,U,(void*)&app);CHKERRQ(ierr);
294*c4762a1bSJed Brown 
295*c4762a1bSJed Brown   ierr = VecGetArray(U,&u);CHKERRQ(ierr);
296*c4762a1bSJed Brown   sensi[0] = (u[0]-tmp[0])/delta;
297*c4762a1bSJed Brown   sensi[1] = (u[1]-tmp[1])/delta;
298*c4762a1bSJed Brown   ierr = PetscPrintf(PETSC_COMM_SELF,"d x1(tf) /d x2(t0) = %f d x2(tf) / d x2(t0) = %f \n",sensi[0],sensi[1]);CHKERRQ(ierr);
299*c4762a1bSJed Brown   u[0] = 0;
300*c4762a1bSJed Brown   u[1] = 1;
301*c4762a1bSJed Brown   app.lambda1 = app.lambda1+delta;
302*c4762a1bSJed Brown   ierr = VecRestoreArray(U,&u);CHKERRQ(ierr);
303*c4762a1bSJed Brown 
304*c4762a1bSJed Brown   ierr = FWDRun(ts,U,(void*)&app);CHKERRQ(ierr);
305*c4762a1bSJed Brown 
306*c4762a1bSJed Brown   ierr = VecGetArray(U,&u);CHKERRQ(ierr);
307*c4762a1bSJed Brown   sensi[0] = (u[0]-tmp[0])/delta;
308*c4762a1bSJed Brown   sensi[1] = (u[1]-tmp[1])/delta;
309*c4762a1bSJed Brown   ierr = PetscPrintf(PETSC_COMM_SELF,"Final gradients: d x1(tf) /d p = %f d x2(tf) / d p = %f \n",sensi[0],sensi[1]);CHKERRQ(ierr);
310*c4762a1bSJed Brown   ierr = VecRestoreArray(U,&u);CHKERRQ(ierr);
311*c4762a1bSJed Brown 
312*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
313*c4762a1bSJed Brown      Free work space.  All PETSc objects should be destroyed when they are no longer needed.
314*c4762a1bSJed Brown    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
315*c4762a1bSJed Brown   ierr = MatDestroy(&A);CHKERRQ(ierr);
316*c4762a1bSJed Brown   ierr = VecDestroy(&U);CHKERRQ(ierr);
317*c4762a1bSJed Brown   ierr = TSDestroy(&ts);CHKERRQ(ierr);
318*c4762a1bSJed Brown 
319*c4762a1bSJed Brown   ierr = MatDestroy(&Ap);CHKERRQ(ierr);
320*c4762a1bSJed Brown   ierr = PetscFinalize();
321*c4762a1bSJed Brown   return ierr;
322*c4762a1bSJed Brown }
323*c4762a1bSJed Brown 
324*c4762a1bSJed Brown PetscErrorCode FWDRun(TS ts, Vec U0, void *ctx0)
325*c4762a1bSJed Brown {
326*c4762a1bSJed Brown   Vec            U;             /* solution will be stored here */
327*c4762a1bSJed Brown   PetscErrorCode ierr;
328*c4762a1bSJed Brown   AppCtx         *ctx=(AppCtx*)ctx0;
329*c4762a1bSJed Brown 
330*c4762a1bSJed Brown   PetscFunctionBeginUser;
331*c4762a1bSJed Brown   ierr = TSGetSolution(ts,&U);CHKERRQ(ierr);
332*c4762a1bSJed Brown   ierr = VecCopy(U0,U);CHKERRQ(ierr);
333*c4762a1bSJed Brown 
334*c4762a1bSJed Brown   ctx->mode = 1;
335*c4762a1bSJed Brown   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
336*c4762a1bSJed Brown      Run timestepping solver
337*c4762a1bSJed Brown      - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
338*c4762a1bSJed Brown   ierr = TSSetTime(ts, 0.0);CHKERRQ(ierr);
339*c4762a1bSJed Brown 
340*c4762a1bSJed Brown   ierr = TSSolve(ts,U);CHKERRQ(ierr);
341*c4762a1bSJed Brown 
342*c4762a1bSJed Brown   PetscFunctionReturn(0);
343*c4762a1bSJed Brown }
344*c4762a1bSJed Brown 
345*c4762a1bSJed Brown 
346*c4762a1bSJed Brown /*TEST
347*c4762a1bSJed Brown 
348*c4762a1bSJed Brown    build:
349*c4762a1bSJed Brown       requires: !define(PETSC_USE_CXXCOMPLEX)
350*c4762a1bSJed Brown 
351*c4762a1bSJed Brown    test:
352*c4762a1bSJed Brown       args: -ts_event_tol 1e-9
353*c4762a1bSJed Brown       timeoutfactor: 18
354*c4762a1bSJed Brown       requires: !single
355*c4762a1bSJed Brown 
356*c4762a1bSJed Brown TEST*/
357