Fem-fenics
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Package for solving Partial Differential Equations based on Fenics.
Tutorials
Poisson Equation
Here is a first example for the solution of the Poisson equation. The equation being solved is
Code: Define Poisson problem |
pkg load fem-fenics msh
import_ufl_Problem ('Poisson')
# Create mesh and define function space
x = y = linspace (0, 1, 33);
mesh = Mesh(msh2m_structured_mesh (x, y, 1, 1:4));
# File Poisson.ufl
# element = FiniteElement("Lagrange", triangle, 1)
V = FunctionSpace('Poisson', mesh);
# Define boundary condition
bc = DirichletBC(V, @(x, y) 0.0, [2;4]);
# Define variational problem
# File Poisson.ufl
# u = TrialFunction(element)
# v = TestFunction(element)
# f = Coefficient(element)
# g = Coefficient(element)
f = Expression ('f',
@(x,y) 10*exp(-((x - 0.5)^2 + (y - 0.5)^2) / 0.02));
g = Expression ('g', @(x,y) sin (5.0 * x));
# File Poisson.ufl
# a = inner(grad(u), grad(v))*dx
# L = f*v*dx + g*v*ds
a = BilinearForm ('Poisson', V);
L = LinearForm ('Poisson', V, f, g);
# Compute solution
[A, b] = assemble_system (a, L, bc);
sol = A \ b;
u = Function ('u', V, sol);
# Save solution in VTK format
save (u, 'poisson')
# Plot solution
plot (u);
|
Code: Define Poisson problem |
from dolfin import *
# Create mesh and define function space
mesh = UnitSquareMesh(32, 32)
V = FunctionSpace(mesh, "Lagrange", 1)
# Define Dirichlet boundary (x = 0 or x = 1)
def boundary(x):
return x[0] < DOLFIN_EPS or x[0] > 1.0 - DOLFIN_EPS
# Define boundary condition
u0 = Constant(0.0)
bc = DirichletBC(V, u0, boundary)
# Define variational problem
u = TrialFunction(V)
v = TestFunction(V)
f = Expression("10*exp(-(pow(x[0] - 0.5, 2) + pow(x[1] - 0.5, 2)) / 0.02)")
g = Expression("sin(5*x[0])")
a = inner(grad(u), grad(v))*dx
L = f*v*dx + g*v*ds
# Compute solution
u = Function(V)
(A, b) = assemble_system (a, L, bc);
solve(A, u.vector(), b, "gmres", "default")
# Save solution in VTK format
file = File("poisson.pvd")
file << u
# Plot solution
plot(u, interactive=True)
|
Mixed Formulation for Poisson Equation
Code: Define Poisson problem |
pkg load fem-fenics msh
import_ufl_Problem ('MixedPoisson')
# Create mesh
x = y = linspace (0, 1, 33);
mesh = Mesh(msh2m_structured_mesh (x, y, 1, 1:4));
# File MixedPoisson.ufl
# BDM = FiniteElement("BDM", triangle, 1)
# DG = FiniteElement("DG", triangle, 0)
# W = BDM * DG
V = FunctionSpace('MixedPoisson', mesh);
# Define trial and test function
# File MixedPoisson.ufl
# (sigma, u) = TrialFunctions(W)
# (tau, v) = TestFunctions(W)
# CG = FiniteElement("CG", triangle, 1)
# f = Coefficient(CG)
f = Expression ('f',
@(x,y) 10*exp(-((x - 0.5)^2 + (y - 0.5)^2) / 0.02));
# Define variational form
# File MixedPoisson.ufl
# a = (dot(sigma, tau) + div(tau)*u + div(sigma)*v)*dx
# L = - f*v*dx
a = BilinearForm ('MixedPoisson', V);
L = LinearForm ('MixedPoisson', V, f);
# Define essential boundary
bc1 = DirichletBC (SubSpace (V, 1), @(x,y) [0; -sin(5.0*x)], 1);
bc2 = DirichletBC (SubSpace (V, 1), @(x,y) [0; sin(5.0*x)], 3);
# Compute solution
[A, b] = assemble_system (a, L, bc1, bc2);
sol = A \ b;
func = Function ('func', V, sol);
sigma = Function ('sigma', func, 1);
u = Function ('u', func, 2);
# Plot solution
plot (sigma);
plot (u);
|
Code: Define Poisson problem |
from dolfin import *
# Create mesh
mesh = UnitSquareMesh(32, 32)
# Define function spaces and mixed (product) space
BDM = FunctionSpace(mesh, "BDM", 1)
DG = FunctionSpace(mesh, "DG", 0)
W = BDM * DG
# Define trial and test functions
(sigma, u) = TrialFunctions(W)
(tau, v) = TestFunctions(W)
f = Expression
("10*exp(-(pow(x[0] - 0.5, 2) + pow(x[1] - 0.5, 2)) / 0.02)")
# Define variational form
a = (dot(sigma, tau) + div(tau)*u + div(sigma)*v)*dx
L = - f*v*dx
# Define function G such that G \cdot n = g
class BoundarySource(Expression):
def __init__(self, mesh):
self.mesh = mesh
def eval_cell(self, values, x, ufc_cell):
cell = Cell(self.mesh, ufc_cell.index)
n = cell.normal(ufc_cell.local_facet)
g = sin(5*x[0])
values[0] = g*n[0]
values[1] = g*n[1]
def value_shape(self):
return (2,)
G = BoundarySource(mesh)
# Define essential boundary
def boundary(x):
return x[1] < DOLFIN_EPS or x[1] > 1.0 - DOLFIN_EPS
bc = DirichletBC(W.sub(0), G, boundary)
# Compute solution
w = Function(W)
solve(a == L, w, bc)
(sigma, u) = w.split()
# Plot sigma and u
plot(sigma)
plot(u)
interactive()
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