Actual source code: ex25.c

petsc-3.13.6 2020-09-29
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  1: static const char help[] = "Call PetscInitialize multiple times.\n";
  2: /*
  3:    This example is based on the Brusselator tutorial of the same name, but tests multiple calls to PetscInitialize().
  4:    This is a bad "convergence study" because it only compares min and max values of the solution rather than comparing
  5:    norms of the errors.  For convergence studies, we recommend invoking PetscInitialize() only once and comparing norms
  6:    of errors (perhaps estimated using an accurate reference solution).

  8:    Time-dependent Brusselator reaction-diffusion PDE in 1d. Demonstrates IMEX methods and multiple solves.

 10:    u_t - alpha u_xx = A + u^2 v - (B+1) u
 11:    v_t - alpha v_xx = B u - u^2 v
 12:    0 < x < 1;
 13:    A = 1, B = 3, alpha = 1/10

 15:    Initial conditions:
 16:    u(x,0) = 1 + sin(2 pi x)
 17:    v(x,0) = 3

 19:    Boundary conditions:
 20:    u(0,t) = u(1,t) = 1
 21:    v(0,t) = v(1,t) = 3
 22: */

 24:  #include <petscdm.h>
 25:  #include <petscdmda.h>
 26:  #include <petscts.h>

 28: typedef struct {
 29:   PetscScalar u,v;
 30: } Field;

 32: typedef struct _User *User;
 33: struct _User {
 34:   PetscReal A,B;                /* Reaction coefficients */
 35:   PetscReal alpha;              /* Diffusion coefficient */
 36:   PetscReal uleft,uright;       /* Dirichlet boundary conditions */
 37:   PetscReal vleft,vright;       /* Dirichlet boundary conditions */
 38: };

 40: static PetscErrorCode FormRHSFunction(TS,PetscReal,Vec,Vec,void*);
 41: static PetscErrorCode FormIFunction(TS,PetscReal,Vec,Vec,Vec,void*);
 42: static PetscErrorCode FormIJacobian(TS,PetscReal,Vec,Vec,PetscReal,Mat,Mat,void*);
 43: static PetscErrorCode FormInitialSolution(TS,Vec,void*);
 44: static int Brusselator(int,char**,PetscInt);

 46: int main(int argc,char **argv)
 47: {
 48:   PetscInt       cycle;

 51:   MPI_Init(&argc,&argv);if (ierr) return ierr;
 52:   for (cycle=0; cycle<4; cycle++) {
 53:     Brusselator(argc,argv,cycle);
 54:     if (ierr) return 1;
 55:   }
 56:   MPI_Finalize();
 57:   return ierr;
 58: }

 60: PetscErrorCode Brusselator(int argc,char **argv,PetscInt cycle)
 61: {
 62:   TS                ts;         /* nonlinear solver */
 63:   Vec               X;          /* solution, residual vectors */
 64:   Mat               J;          /* Jacobian matrix */
 65:   PetscInt          steps,mx;
 66:   PetscErrorCode    ierr;
 67:   DM                da;
 68:   PetscReal         ftime,hx,dt,xmax,xmin;
 69:   struct _User      user;       /* user-defined work context */
 70:   TSConvergedReason reason;

 72:   PetscInitialize(&argc,&argv,(char*)0,help);if (ierr) return ierr;

 74:   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
 75:      Create distributed array (DMDA) to manage parallel grid and vectors
 76:   - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
 77:   DMDACreate1d(PETSC_COMM_WORLD,DM_BOUNDARY_NONE,11,2,2,NULL,&da);
 78:   DMSetFromOptions(da);
 79:   DMSetUp(da);

 81:   /*  - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
 82:      Extract global vectors from DMDA;
 83:    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
 84:   DMCreateGlobalVector(da,&X);

 86:   /* Initialize user Section 1.5 Writing Application Codes with PETSc context */
 87:   PetscOptionsBegin(PETSC_COMM_WORLD,NULL,"Advection-reaction options","");
 88:   {
 89:     user.A      = 1;
 90:     user.B      = 3;
 91:     user.alpha  = 0.1;
 92:     user.uleft  = 1;
 93:     user.uright = 1;
 94:     user.vleft  = 3;
 95:     user.vright = 3;
 96:     PetscOptionsReal("-A","Reaction rate","",user.A,&user.A,NULL);
 97:     PetscOptionsReal("-B","Reaction rate","",user.B,&user.B,NULL);
 98:     PetscOptionsReal("-alpha","Diffusion coefficient","",user.alpha,&user.alpha,NULL);
 99:     PetscOptionsReal("-uleft","Dirichlet boundary condition","",user.uleft,&user.uleft,NULL);
100:     PetscOptionsReal("-uright","Dirichlet boundary condition","",user.uright,&user.uright,NULL);
101:     PetscOptionsReal("-vleft","Dirichlet boundary condition","",user.vleft,&user.vleft,NULL);
102:     PetscOptionsReal("-vright","Dirichlet boundary condition","",user.vright,&user.vright,NULL);
103:   }
104:   PetscOptionsEnd();

106:   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
107:      Create timestepping solver context
108:      - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
109:   TSCreate(PETSC_COMM_WORLD,&ts);
110:   TSSetDM(ts,da);
111:   TSSetType(ts,TSARKIMEX);
112:   TSSetRHSFunction(ts,NULL,FormRHSFunction,&user);
113:   TSSetIFunction(ts,NULL,FormIFunction,&user);
114:   DMSetMatType(da,MATAIJ);
115:   DMCreateMatrix(da,&J);
116:   TSSetIJacobian(ts,J,J,FormIJacobian,&user);

118:   ftime = 1.0;
119:   TSSetMaxTime(ts,ftime);
120:   TSSetExactFinalTime(ts,TS_EXACTFINALTIME_STEPOVER);

122:   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
123:      Set initial conditions
124:    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
125:   FormInitialSolution(ts,X,&user);
126:   TSSetSolution(ts,X);
127:   VecGetSize(X,&mx);
128:   hx = 1.0/(PetscReal)(mx/2-1);
129:   dt = 0.4 * PetscSqr(hx) / user.alpha; /* Diffusive stability limit */
130:   dt *= PetscPowRealInt(0.2,cycle);     /* Shrink the time step in convergence study. */
131:   TSSetTimeStep(ts,dt);
132:   TSSetTolerances(ts,1e-3*PetscPowRealInt(0.5,cycle),NULL,1e-3*PetscPowRealInt(0.5,cycle),NULL);

134:   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
135:      Set runtime options
136:    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
137:   TSSetFromOptions(ts);

139:   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
140:      Solve nonlinear system
141:      - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
142:   TSSolve(ts,X);
143:   TSGetSolveTime(ts,&ftime);
144:   TSGetStepNumber(ts,&steps);
145:   TSGetConvergedReason(ts,&reason);
146:   VecMin(X,NULL,&xmin);
147:   VecMax(X,NULL,&xmax);
148:   PetscPrintf(PETSC_COMM_WORLD,"%s at time %g after % 3D steps. Range [%6.4f,%6.4f]\n",TSConvergedReasons[reason],(double)ftime,steps,(double)xmin,(double)xmax);

150:   /* - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
151:      Free work space.
152:    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - */
153:   MatDestroy(&J);
154:   VecDestroy(&X);
155:   TSDestroy(&ts);
156:   DMDestroy(&da);
157:   PetscFinalize();
158:   return ierr;
159: }

161: static PetscErrorCode FormIFunction(TS ts,PetscReal t,Vec X,Vec Xdot,Vec F,void *ptr)
162: {
163:   User           user = (User)ptr;
164:   DM             da;
165:   DMDALocalInfo  info;
166:   PetscInt       i;
167:   Field          *x,*xdot,*f;
168:   PetscReal      hx;
169:   Vec            Xloc;

173:   TSGetDM(ts,&da);
174:   DMDAGetLocalInfo(da,&info);
175:   hx   = 1.0/(PetscReal)(info.mx-1);

177:   /*
178:      Scatter ghost points to local vector,using the 2-step process
179:         DMGlobalToLocalBegin(),DMGlobalToLocalEnd().
180:      By placing code between these two statements, computations can be
181:      done while messages are in transition.
182:   */
183:   DMGetLocalVector(da,&Xloc);
184:   DMGlobalToLocalBegin(da,X,INSERT_VALUES,Xloc);
185:   DMGlobalToLocalEnd(da,X,INSERT_VALUES,Xloc);

187:   /* Get pointers to vector data */
188:   DMDAVecGetArrayRead(da,Xloc,&x);
189:   DMDAVecGetArrayRead(da,Xdot,&xdot);
190:   DMDAVecGetArray(da,F,&f);

192:   /* Compute function over the locally owned part of the grid */
193:   for (i=info.xs; i<info.xs+info.xm; i++) {
194:     if (i == 0) {
195:       f[i].u = hx * (x[i].u - user->uleft);
196:       f[i].v = hx * (x[i].v - user->vleft);
197:     } else if (i == info.mx-1) {
198:       f[i].u = hx * (x[i].u - user->uright);
199:       f[i].v = hx * (x[i].v - user->vright);
200:     } else {
201:       f[i].u = hx * xdot[i].u - user->alpha * (x[i-1].u - 2.*x[i].u + x[i+1].u) / hx;
202:       f[i].v = hx * xdot[i].v - user->alpha * (x[i-1].v - 2.*x[i].v + x[i+1].v) / hx;
203:     }
204:   }

206:   /* Restore vectors */
207:   DMDAVecRestoreArrayRead(da,Xloc,&x);
208:   DMDAVecRestoreArrayRead(da,Xdot,&xdot);
209:   DMDAVecRestoreArray(da,F,&f);
210:   DMRestoreLocalVector(da,&Xloc);
211:   return(0);
212: }

214: static PetscErrorCode FormRHSFunction(TS ts,PetscReal t,Vec X,Vec F,void *ptr)
215: {
216:   User           user = (User)ptr;
217:   DM             da;
218:   DMDALocalInfo  info;
219:   PetscInt       i;
220:   PetscReal      hx;
221:   Field          *x,*f;

225:   TSGetDM(ts,&da);
226:   DMDAGetLocalInfo(da,&info);
227:   hx   = 1.0/(PetscReal)(info.mx-1);

229:   /* Get pointers to vector data */
230:   DMDAVecGetArrayRead(da,X,&x);
231:   DMDAVecGetArray(da,F,&f);

233:   /* Compute function over the locally owned part of the grid */
234:   for (i=info.xs; i<info.xs+info.xm; i++) {
235:     PetscScalar u = x[i].u,v = x[i].v;
236:     f[i].u = hx*(user->A + u*u*v - (user->B+1)*u);
237:     f[i].v = hx*(user->B*u - u*u*v);
238:   }

240:   /* Restore vectors */
241:   DMDAVecRestoreArrayRead(da,X,&x);
242:   DMDAVecRestoreArray(da,F,&f);
243:   return(0);
244: }

246: /* --------------------------------------------------------------------- */
247: /*
248:   IJacobian - Compute IJacobian = dF/dU + a dF/dUdot
249: */
250: PetscErrorCode FormIJacobian(TS ts,PetscReal t,Vec X,Vec Xdot,PetscReal a,Mat J,Mat Jpre,void *ptr)
251: {
252:   User           user = (User)ptr;
254:   DMDALocalInfo  info;
255:   PetscInt       i;
256:   PetscReal      hx;
257:   DM             da;
258:   Field          *x,*xdot;

261:   TSGetDM(ts,&da);
262:   DMDAGetLocalInfo(da,&info);
263:   hx   = 1.0/(PetscReal)(info.mx-1);

265:   /* Get pointers to vector data */
266:   DMDAVecGetArrayRead(da,X,&x);
267:   DMDAVecGetArrayRead(da,Xdot,&xdot);

269:   /* Compute function over the locally owned part of the grid */
270:   for (i=info.xs; i<info.xs+info.xm; i++) {
271:     if (i == 0 || i == info.mx-1) {
272:       const PetscInt    row        = i,col = i;
273:       const PetscScalar vals[2][2] = {{hx,0},{0,hx}};
274:       MatSetValuesBlocked(Jpre,1,&row,1,&col,&vals[0][0],INSERT_VALUES);
275:     } else {
276:       const PetscInt    row           = i,col[] = {i-1,i,i+1};
277:       const PetscScalar dxxL          = -user->alpha/hx,dxx0 = 2.*user->alpha/hx,dxxR = -user->alpha/hx;
278:       const PetscScalar vals[2][3][2] = {{{dxxL,0},{a *hx+dxx0,0},{dxxR,0}},
279:                                          {{0,dxxL},{0,a*hx+dxx0},{0,dxxR}}};
280:       MatSetValuesBlocked(Jpre,1,&row,3,col,&vals[0][0][0],INSERT_VALUES);
281:     }
282:   }

284:   /* Restore vectors */
285:   DMDAVecRestoreArrayRead(da,X,&x);
286:   DMDAVecRestoreArrayRead(da,Xdot,&xdot);

288:   MatAssemblyBegin(Jpre,MAT_FINAL_ASSEMBLY);
289:   MatAssemblyEnd(Jpre,MAT_FINAL_ASSEMBLY);
290:   if (J != Jpre) {
291:     MatAssemblyBegin(J,MAT_FINAL_ASSEMBLY);
292:     MatAssemblyEnd(J,MAT_FINAL_ASSEMBLY);
293:   }
294:   return(0);
295: }

297: PetscErrorCode FormInitialSolution(TS ts,Vec X,void *ctx)
298: {
299:   User           user = (User)ctx;
300:   DM             da;
301:   PetscInt       i;
302:   DMDALocalInfo  info;
303:   Field          *x;
304:   PetscReal      hx;

308:   TSGetDM(ts,&da);
309:   DMDAGetLocalInfo(da,&info);
310:   hx   = 1.0/(PetscReal)(info.mx-1);

312:   /* Get pointers to vector data */
313:   DMDAVecGetArray(da,X,&x);

315:   /* Compute function over the locally owned part of the grid */
316:   for (i=info.xs; i<info.xs+info.xm; i++) {
317:     PetscReal xi = i*hx;
318:     x[i].u = user->uleft*(1.-xi) + user->uright*xi + PetscSinReal(2.*PETSC_PI*xi);
319:     x[i].v = user->vleft*(1.-xi) + user->vright*xi;
320:   }
321:   DMDAVecRestoreArray(da,X,&x);
322:   return(0);
323: }

325: /*TEST

327:     build:
328:       requires: c99

330:     test:
331:       args: -ts_exact_final_time INTERPOLATE -snes_rtol 1.e-3

333:     test:
334:       suffix: 2
335:       args:   -ts_exact_final_time INTERPOLATE -snes_rtol 1.e-3

337: TEST*/