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mfem/examples/ex40p.cpp
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2024-04-16 18:02:15 -04:00

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// MFEM Example 40p
//
// Compile with: make ex40p
//
// Sample runs: mpirun -np 4 ex40p -step 10 -gr 2.0
// mpirun -np 4 ex40p -step 10 -gr 2.0 -o 3 -r 1
// mpirun -np 4 ex40p -step 100 -gr 2.0 -r 4 -m ../data/l-shape.mesh
//
// Description: This example code demonstrates how to use MFEM to solve the
// eikonal equation,
//
// |∇u| = 1 in Ω, u = g on ∂Ω.
//
// This example constructs a fast converging sequence,
//
// uₖ → u as k → \infty,
//
// by using in Newton's method to solve the sequence of nonlinear
// saddle-point problems
//
// Find ψₖ ∈ H(div,Ω) and uₖ ∈ L²(Ω) such that
// ( Zₖ(ψₖ) , τ ) + ( uₖ , ∇⋅τ ) = 0 ∀ τ ∈ H(div,Ω)
// ( ∇⋅ψₖ , v ) = ( -1 + ∇⋅ψₖ₋₁ , v ) ∀ v ∈ L²(Ω)
//
// where Zₖ(ψ) = ψ / ( 1/αₖ + |ψ|² )^{1/2} and αₖ > 0.
#include "mfem.hpp"
#include <fstream>
#include <iostream>
using namespace std;
using namespace mfem;
class ZCoefficient : public VectorCoefficient
{
protected:
ParGridFunction *psi;
real_t alpha;
public:
ZCoefficient(int vdim, ParGridFunction &psi_, real_t alpha_ = 1.0)
: VectorCoefficient(vdim), psi(&psi_), alpha(alpha_) { }
virtual void Eval(Vector &V, ElementTransformation &T,
const IntegrationPoint &ip);
void SetAlpha(real_t alpha_) { alpha = alpha_; }
};
class DZCoefficient : public MatrixCoefficient
{
protected:
ParGridFunction *psi;
real_t alpha;
public:
DZCoefficient(int height, ParGridFunction &psi_, real_t alpha_ = 1.0)
: MatrixCoefficient(height, true), psi(&psi_), alpha(alpha_) { }
virtual void Eval(DenseMatrix &K, ElementTransformation &T,
const IntegrationPoint &ip);
void SetAlpha(real_t alpha_) { alpha = alpha_; }
};
int main(int argc, char *argv[])
{
// 0. Initialize MPI and HYPRE.
Mpi::Init();
int num_procs = Mpi::WorldSize();
int myid = Mpi::WorldRank();
Hypre::Init();
// 1. Parse command-line options.
const char *mesh_file = "../data/star.mesh";
int order = 1;
int max_it = 5;
int ref_levels = 3;
real_t alpha = 1.0;
real_t growth_rate = 1.0;
real_t newton_scaling = 0.9;
real_t tichonov = 1e-2;
real_t tol = 1e-4;
bool visualization = true;
OptionsParser args(argc, argv);
args.AddOption(&mesh_file, "-m", "--mesh",
"Mesh file to use.");
args.AddOption(&order, "-o", "--order",
"Finite element order (polynomial degree).");
args.AddOption(&ref_levels, "-r", "--refs",
"Number of h-refinements.");
args.AddOption(&max_it, "-mi", "--max-it",
"Maximum number of iterations");
args.AddOption(&tol, "-tol", "--tol",
"Stopping criteria based on the difference between"
"successive solution updates");
args.AddOption(&alpha, "-step", "--step",
"Initial size alpha");
args.AddOption(&growth_rate, "-gr", "--growth-rate",
"Growth rate of the step size alpha");
args.AddOption(&visualization, "-vis", "--visualization", "-no-vis",
"--no-visualization",
"Enable or disable GLVis visualization.");
args.Parse();
if (!args.Good())
{
if (myid == 0)
{
args.PrintUsage(cout);
}
return 1;
}
if (myid == 0)
{
args.PrintOptions(cout);
}
// 2. Read the mesh from the mesh file.
Mesh mesh(mesh_file, 1, 1);
int dim = mesh.Dimension();
int sdim = mesh.SpaceDimension();
MFEM_ASSERT(mesh.bdr_attributes.Size(),
"This example does not currently support meshes"
" without boundary attributes."
)
// 3. Postprocess the mesh.
// 3A. Refine the mesh to increase the resolution.
for (int l = 0; l < ref_levels; l++)
{
mesh.UniformRefinement();
}
// 3B. Interpolate the geometry after refinement to control geometry error.
// NOTE: Minimum second-order interpolation is used to improve the accuracy.
int curvature_order = max(order,2);
mesh.SetCurvature(curvature_order);
ParMesh pmesh(MPI_COMM_WORLD, mesh);
mesh.Clear();
// 4. Define the necessary finite element spaces on the mesh.
RT_FECollection RTfec(order, dim);
ParFiniteElementSpace RTfes(&pmesh, &RTfec);
L2_FECollection L2fec(order, dim);
ParFiniteElementSpace L2fes(&pmesh, &L2fec);
int num_dofs_RT = RTfes.GlobalTrueVSize();
int num_dofs_L2 = L2fes.GlobalTrueVSize();
if (myid == 0)
{
cout << "Number of H(div) dofs: "
<< num_dofs_RT << endl;
cout << "Number of L² dofs: "
<< num_dofs_L2 << endl;
}
// 5. Define the offsets for the block matrices
Array<int> offsets(3);
offsets[0] = 0;
offsets[1] = RTfes.GetVSize();
offsets[2] = L2fes.GetVSize();
offsets.PartialSum();
Array<int> toffsets(3);
toffsets[0] = 0;
toffsets[1] = RTfes.GetTrueVSize();
toffsets[2] = L2fes.GetTrueVSize();
toffsets.PartialSum();
BlockVector x(offsets), rhs(offsets);
x = 0.0; rhs = 0.0;
BlockVector tx(toffsets), trhs(toffsets);
tx = 0.0; trhs = 0.0;
// 6. Define the solution vectors as a finite element grid functions
// corresponding to the fespaces.
ParGridFunction u_gf, delta_psi_gf;
delta_psi_gf.MakeRef(&RTfes,x,offsets[0]);
u_gf.MakeRef(&L2fes,x,offsets[1]);
ParGridFunction psi_old_gf(&RTfes);
ParGridFunction psi_gf(&RTfes);
ParGridFunction u_old_gf(&L2fes);
// 7. Define initial guesses for the solution variables.
delta_psi_gf = 0.0;
psi_gf = 0.0;
u_gf = 0.0;
psi_old_gf = psi_gf;
u_old_gf = u_gf;
// 8. Prepare for glvis output.
char vishost[] = "localhost";
int visport = 19916;
socketstream sol_sock;
if (visualization)
{
sol_sock.open(vishost,visport);
sol_sock.precision(8);
}
// 9. Some constants to be used later.
ConstantCoefficient neg_one(-1.0);
ConstantCoefficient zero(0.0);
ConstantCoefficient tichonov_cf(tichonov);
ConstantCoefficient neg_tichonov_cf(-1.0*tichonov);
ZCoefficient Z(sdim, psi_gf, alpha);
DZCoefficient DZ(sdim, psi_gf, alpha);
ScalarVectorProductCoefficient neg_Z(-1.0, Z);
DivergenceGridFunctionCoefficient div_psi_cf(&psi_gf);
DivergenceGridFunctionCoefficient div_psi_old_cf(&psi_old_gf);
SumCoefficient psi_old_minus_psi(div_psi_old_cf, div_psi_cf, 1.0, -1.0);
// 10. Assemble constant matrices to avoid reassembly in the loop.
ParLinearForm b0, b1;
b0.MakeRef(&RTfes,rhs.GetBlock(0),0);
b1.MakeRef(&L2fes,rhs.GetBlock(1),0);
b0.AddDomainIntegrator(new VectorFEDomainLFIntegrator(neg_Z));
b1.AddDomainIntegrator(new DomainLFIntegrator(neg_one));
b1.AddDomainIntegrator(new DomainLFIntegrator(psi_old_minus_psi));
// ParBilinearForm a00(&RTfes);
// a00.AddDomainIntegrator(new VectorFEMassIntegrator(DZ));
// a00.AddDomainIntegrator(new VectorFEMassIntegrator(tichonov_cf));
ParMixedBilinearForm a10(&RTfes,&L2fes);
a10.AddDomainIntegrator(new VectorFEDivergenceIntegrator());
a10.Assemble();
a10.Finalize();
HypreParMatrix *A10 = a10.ParallelAssemble();
HypreParMatrix *A01 = A10->Transpose();
ParBilinearForm a11(&L2fes);
a11.AddDomainIntegrator(new MassIntegrator(neg_tichonov_cf));
a11.Assemble();
a11.Finalize();
HypreParMatrix *A11 = a11.ParallelAssemble();
// 11. Iterate.
int k;
int total_iterations = 0;
real_t increment_u = 0.1;
ParGridFunction u_tmp(&L2fes);
for (k = 0; k < max_it; k++)
{
u_tmp = u_old_gf;
Z.SetAlpha(alpha);
DZ.SetAlpha(alpha);
if (myid == 0)
{
mfem::out << "\nOUTER ITERATION " << k+1 << endl;
}
int j;
for ( j = 0; j < 5; j++)
{
total_iterations++;
b0.Assemble();
b0.ParallelAssemble(trhs.GetBlock(0));
b1.Assemble();
b1.ParallelAssemble(trhs.GetBlock(1));
ParBilinearForm a00(&RTfes);
a00.AddDomainIntegrator(new VectorFEMassIntegrator(DZ));
a00.AddDomainIntegrator(new VectorFEMassIntegrator(tichonov_cf));
a00.Update();
a00.Assemble();
a00.Finalize();
HypreParMatrix *A00 = a00.ParallelAssemble();
// Construct Schur-complement preconditioner
HypreParVector A00_diag(MPI_COMM_WORLD, A00->GetGlobalNumRows(),
A00->GetRowStarts());
A00->GetDiag(A00_diag);
HypreParMatrix S_tmp(*A01);
S_tmp.InvScaleRows(A00_diag);
HypreParMatrix *S = ParMult(A10, &S_tmp, true);
BlockDiagonalPreconditioner prec(toffsets);
HypreBoomerAMG P00(*A00);
P00.SetPrintLevel(0);
HypreBoomerAMG P11(*S);
P11.SetPrintLevel(0);
prec.SetDiagonalBlock(0,&P00);
prec.SetDiagonalBlock(1,&P11);
BlockOperator A(toffsets);
A.SetBlock(0,0,A00);
A.SetBlock(1,0,A10);
A.SetBlock(0,1,A01);
A.SetBlock(1,1,A11);
GMRESSolver gmres(MPI_COMM_WORLD);
gmres.SetPrintLevel(-1);
gmres.SetRelTol(1e-8);
gmres.SetMaxIter(2000);
gmres.SetKDim(500);
gmres.SetOperator(A);
gmres.SetPreconditioner(prec);
gmres.Mult(trhs,tx);
delete S;
delete A00;
delta_psi_gf.SetFromTrueDofs(tx.GetBlock(0));
u_gf.SetFromTrueDofs(tx.GetBlock(1));
u_tmp -= u_gf;
real_t Newton_update_size = u_tmp.ComputeL2Error(zero);
u_tmp = u_gf;
// Damped Newton update
psi_gf.Add(newton_scaling, delta_psi_gf);
if (visualization)
{
sol_sock << "parallel " << num_procs << " " << myid << "\n";
sol_sock << "solution\n" << pmesh << u_gf << "window_title 'Discrete solution'"
<< flush;
}
if (myid == 0)
{
mfem::out << "Newton_update_size = " << Newton_update_size << endl;
}
if (Newton_update_size < increment_u)
{
break;
}
}
u_tmp = u_gf;
u_tmp -= u_old_gf;
increment_u = u_tmp.ComputeL2Error(zero);
if (myid == 0)
{
mfem::out << "Number of Newton iterations = " << j+1 << endl;
mfem::out << "Increment (|| uₕ - uₕ_prvs||) = " << increment_u << endl;
}
u_old_gf = u_gf;
psi_old_gf = psi_gf;
if (increment_u < tol || k == max_it-1)
{
break;
}
alpha *= max(growth_rate, 1.0);
}
// 12. Print stats.
if (myid == 0)
{
mfem::out << "\n Outer iterations: " << k+1
<< "\n Total iterations: " << total_iterations
<< "\n Total dofs: " << RTfes.GetTrueVSize() + L2fes.GetTrueVSize()
<< endl;
}
// 13. Free the used memory.
delete A01;
delete A10;
delete A11;
return 0;
}
void ZCoefficient::Eval(Vector &V, ElementTransformation &T,
const IntegrationPoint &ip)
{
MFEM_ASSERT(psi != NULL, "grid function is not set");
MFEM_ASSERT(alpha > 0, "alpha is not positive");
Vector psi_vals(vdim);
psi->GetVectorValue(T, ip, psi_vals);
real_t norm = psi_vals.Norml2();
real_t phi = 1.0 / sqrt(1.0/alpha + norm*norm);
V = psi_vals;
V *= phi;
}
void DZCoefficient::Eval(DenseMatrix &K, ElementTransformation &T,
const IntegrationPoint &ip)
{
MFEM_ASSERT(psi != NULL, "grid function is not set");
MFEM_ASSERT(alpha > 0, "alpha is not positive");
Vector psi_vals(height);
psi->GetVectorValue(T, ip, psi_vals);
real_t norm = psi_vals.Norml2();
real_t phi = 1.0 / sqrt(1.0/alpha + norm*norm);
K = 0.0;
for (int i = 0; i < height; i++)
{
K(i,i) = phi;
for (int j = 0; j < height; j++)
{
K(i,j) -= psi_vals(i) * psi_vals(j) * pow(phi, 3);
}
}
}