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mfem/examples/dpg_tests/diffusion/uw_dpg.cpp
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// MFEM Ultraweak DPG example
//
// Compile with: make uw_dpg
//
// sample runs
// ./uw_dpg -m ../lshape2.mesh -o 2 -ref 20 -graph-norm -do 1 -prob 0
// - Δ u = f, in Ω
// u = u_0, on ∂Ω
// First Order System
// ∇ u - σ = 0, in Ω
// - ∇⋅σ = f, in Ω
// u = 0, in ∂Ω
// UW-DPG:
//
// u ∈ L^2(Ω), σ ∈ (L^2(Ω))^dim
// û ∈ H^1/2, σ̂ ∈ H^-1/2
// -(u , ∇⋅τ) - (σ , τ) + < û, τ⋅n> = 0, ∀ τ ∈ H(div,Ω)
// (σ , ∇ v) + < σ̂, v > = (f,v) ∀ v ∈ H^1(Ω)
// û = 0 on ∂Ω
// Note:
// û := u
// σ̂ := -σ
// -------------------------------------------------------------
// | | u | σ | û | σ̂ | RHS |
// -------------------------------------------------------------
// | τ | -(u,∇⋅τ) | -(σ,τ) | < û, τ⋅n> | | 0 |
// | | | | | | |
// | v | | (σ,∇ v) | | <σ̂,v> | (f,v) |
// where (τ,v) ∈ H(div,Ω) × H^1(Ω)
#include "mfem.hpp"
#include <fstream>
#include <iostream>
using namespace std;
using namespace mfem;
enum prob_type
{
lshape,
general
};
prob_type prob;
void solution(const Vector & X, double & u, Vector & du, double & d2u);
double exact_u(const Vector & X)
{
double u, d2u;
Vector du;
solution(X,u,du,d2u);
return u;
}
void exact_sigma(const Vector & X, Vector & sigma)
{
double u, d2u;
Vector du;
solution(X,u,du,d2u);
// σ = ∇ u
sigma = du;
}
double exact_hatu(const Vector & X)
{
return exact_u(X);
}
void exact_hatsigma(const Vector & X, Vector & hatsigma)
{
exact_sigma(X,hatsigma);
hatsigma *= -1.;
}
double f_exact(const Vector & X)
{
double u, d2u;
Vector du;
solution(X,u,du,d2u);
return -d2u;
}
int main(int argc, char *argv[])
{
// 1. Parse command-line options.
const char *mesh_file = "../../../data/inline-quad.mesh";
int order = 1;
int delta_order = 1;
int ref = 1;
bool adjoint_graph_norm = false;
bool visualization = true;
int iprob = 0;
bool static_cond = false;
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(&delta_order, "-do", "--delta_order",
"Order enrichment for DPG test space.");
args.AddOption(&ref, "-ref", "--num_refinements",
"Number of uniform refinements");
args.AddOption(&adjoint_graph_norm, "-graph-norm", "--adjoint-graph-norm",
"-no-graph-norm", "--no-adjoint-graph-norm",
"Enable or disable Adjoint Graph Norm on the test space");
args.AddOption(&iprob, "-prob", "--problem", "Problem case"
" 0: lshape, 1: General");
args.AddOption(&static_cond, "-sc", "--static-condensation", "-no-sc",
"--no-static-condensation", "Enable static condensation.");
args.AddOption(&visualization, "-vis", "--visualization", "-no-vis",
"--no-visualization",
"Enable or disable GLVis visualization.");
args.Parse();
if (!args.Good())
{
args.PrintUsage(cout);
return 1;
}
args.PrintOptions(cout);
if (iprob > 1) { iprob = 1; }
prob = (prob_type)iprob;
if (prob == prob_type::lshape)
{
mesh_file = "../lshape2.mesh";
}
Mesh mesh(mesh_file, 1, 1);
int dim = mesh.Dimension();
mesh.UniformRefinement();
// Define spaces
// L2 space for u
FiniteElementCollection *u_fec = new L2_FECollection(order-1,dim);
FiniteElementSpace *u_fes = new FiniteElementSpace(&mesh,u_fec);
// Vector L2 space for σ
FiniteElementCollection *sigma_fec = new L2_FECollection(order-1,dim);
FiniteElementSpace *sigma_fes = new FiniteElementSpace(&mesh,sigma_fec, dim);
// H^1/2 space for û
FiniteElementCollection * hatu_fec = new H1_Trace_FECollection(order,dim);
FiniteElementSpace *hatu_fes = new FiniteElementSpace(&mesh,hatu_fec);
// H^-1/2 space for σ̂
FiniteElementCollection * hatsigma_fec = new RT_Trace_FECollection(order-1,dim);
FiniteElementSpace *hatsigma_fes = new FiniteElementSpace(&mesh,hatsigma_fec);
// testspace fe collections
int test_order = order+delta_order;
FiniteElementCollection * tau_fec = new RT_FECollection(test_order-1, dim);
FiniteElementCollection * v_fec = new H1_FECollection(test_order, dim);
// Coefficients
ConstantCoefficient one(1.0);
ConstantCoefficient negone(-1.0);
// Normal equation weak formulation
Array<FiniteElementSpace * > trial_fes;
Array<FiniteElementCollection * > test_fec;
trial_fes.Append(u_fes);
trial_fes.Append(sigma_fes);
trial_fes.Append(hatu_fes);
trial_fes.Append(hatsigma_fes);
test_fec.Append(tau_fec);
test_fec.Append(v_fec);
NormalEquations * a = new NormalEquations(trial_fes,test_fec);
a->StoreMatrices(true);
// -(u,∇⋅τ)
a->AddTrialIntegrator(new MixedScalarWeakGradientIntegrator(one),0,0);
// -(σ,τ)
a->AddTrialIntegrator(new TransposeIntegrator(new VectorFEMassIntegrator(negone)),1,0);
// (σ,∇ v)
a->AddTrialIntegrator(new TransposeIntegrator(new GradientIntegrator(one)),1,1);
// <û,τ⋅n>
a->AddTrialIntegrator(new NormalTraceIntegrator,2,0);
// <σ̂,v>
a->AddTrialIntegrator(new TraceIntegrator,3,1);
// test integrators (space-induced norm for H(div) × H1)
// (∇⋅τ,∇⋅δτ)
a->AddTestIntegrator(new DivDivIntegrator(one),0,0);
// (τ,δτ)
a->AddTestIntegrator(new VectorFEMassIntegrator(one),0,0);
// (∇v,∇δv)
a->AddTestIntegrator(new DiffusionIntegrator(one),1,1);
// (v,δv)
a->AddTestIntegrator(new MassIntegrator(one),1,1);
// additional terms for adjoint graph norm
if (adjoint_graph_norm)
{
// -(∇v,δτ)
a->AddTestIntegrator(new MixedVectorGradientIntegrator(negone),1,0);
// -(τ,∇δv)
a->AddTestIntegrator(new MixedVectorWeakDivergenceIntegrator(one),0,1);
// (τ,δτ)
a->AddTestIntegrator(new VectorFEMassIntegrator(one),0,0);
}
// RHS
FunctionCoefficient f(f_exact);
if (prob == prob_type::general)
{
a->AddDomainLFIntegrator(new DomainLFIntegrator(f),1);
}
FunctionCoefficient hatuex(exact_hatu);
Array<int> elements_to_refine;
GridFunction hatu_gf;
socketstream u_out;
// socketstream sigma_out;
socketstream mesh_out;
if (visualization)
{
char vishost[] = "localhost";
int visport = 19916;
u_out.open(vishost, visport);
// sigma_out.open(vishost, visport);
mesh_out.open(vishost, visport);
}
if (static_cond) { a->EnableStaticCondensation(); }
for (int i = 0; i<ref; i++)
{
a->Assemble();
Array<int> ess_tdof_list;
Array<int> ess_bdr;
if (mesh.bdr_attributes.Size())
{
ess_bdr.SetSize(mesh.bdr_attributes.Max());
ess_bdr = 1;
hatu_fes->GetEssentialTrueDofs(ess_bdr, ess_tdof_list);
}
// shift the ess_tdofs
for (int i = 0; i < ess_tdof_list.Size(); i++)
{
ess_tdof_list[i] += u_fes->GetTrueVSize() + sigma_fes->GetTrueVSize();
}
Array<int> offsets(5);
offsets[0] = 0;
offsets[1] = u_fes->GetVSize();
offsets[2] = sigma_fes->GetVSize();
offsets[3] = hatu_fes->GetVSize();
offsets[4] = hatsigma_fes->GetVSize();
offsets.PartialSum();
BlockVector x(offsets);
x = 0.0;
hatu_gf.MakeRef(hatu_fes,x.GetBlock(2));
hatu_gf.ProjectBdrCoefficient(hatuex,ess_bdr);
OperatorPtr Ah;
Vector X,B;
a->FormLinearSystem(ess_tdof_list,x,Ah,X,B);
BlockMatrix * A = Ah.As<BlockMatrix>();
BlockDiagonalPreconditioner * M = new BlockDiagonalPreconditioner(A->RowOffsets());
M->owns_blocks = 1;
for (int i=0; i<A->NumRowBlocks(); i++)
{
M->SetDiagonalBlock(i,new UMFPackSolver(A->GetBlock(i,i)));
}
CGSolver cg;
cg.SetRelTol(1e-12);
cg.SetMaxIter(2000);
cg.SetPrintLevel(3);
cg.SetPreconditioner(*M);
cg.SetOperator(*A);
cg.Mult(B, X);
delete M;
a->RecoverFEMSolution(X,x);
Vector & residuals = a->ComputeResidual(x);
double residual = residuals.Norml2();
cout << "Residual = " << residual << endl;
elements_to_refine.SetSize(0);
double max_resid = residuals.Max();
double theta = 0.7;
for (int iel = 0; iel<mesh.GetNE(); iel++)
{
if (residuals[iel] > theta * max_resid)
{
elements_to_refine.Append(iel);
}
}
GridFunction u_gf;
u_gf.MakeRef(u_fes,x.GetBlock(0));
GridFunction sigma_gf;
sigma_gf.MakeRef(sigma_fes,x.GetBlock(1));
if (visualization)
{
u_out.precision(8);
string keys = (i == 0) ? "keys em\n" : "keys";
u_out << "solution\n" << mesh << u_gf
<< "window_title 'Numerical u' "
<< flush;
// sigma_out.precision(8);
// sigma_out << "solution\n" << mesh << sigma_gf <<
// "window_title 'Numerical flux' "
// << flush;
mesh_out.precision(8);
mesh_out << "mesh\n" << mesh
<< keys
<< "window_title 'Mesh' "
<< flush;
}
mesh.GeneralRefinement(elements_to_refine);
for (int i =0; i<trial_fes.Size(); i++)
{
trial_fes[i]->Update(false);
}
a->Update();
}
delete a;
delete tau_fec;
delete v_fec;
delete hatsigma_fes;
delete hatsigma_fec;
delete hatu_fes;
delete hatu_fec;
delete sigma_fec;
delete u_fec;
delete u_fes;
return 0;
}
void solution(const Vector & X, double & u, Vector & du, double & d2u)
{
double x = X[0];
double y = X[1];
double z = 0.;
if (X.Size() == 3) z = X[2];
du.SetSize(X.Size());
du = 0.;
d2u = 0.;
switch(prob)
{
case lshape:
{
double r = sqrt(x*x + y*y);
double alpha = 2./3.;
double theta = atan2(y,x);
if (theta < 0) theta += 2*M_PI;
u = pow(r,alpha) * sin(alpha * theta);
}
break;
default:
{
double alpha = M_PI * (x + y + z);
u = sin(alpha);
du.SetSize(X.Size());
for (int i = 0; i<du.Size(); i++)
{
du[i] = M_PI * cos(alpha);
}
d2u = - M_PI*M_PI * u * du.Size();
}
break;
}
}