def project_onto(self, mesh, proj_type="Fekete"):
"""
Projects 'self' onto the 'mesh' using the 'proj_type' projection.
proj_type == "Fekete"/"L2"/"H1"
"""
if mesh == self._mesh:
return self
if proj_type == "Fekete":
return Function(self, mesh)
elif proj_type in ["L2", "H1"]:
from hermes1d.h1d_wrapper.h1d_wrapper import \
(assemble_projection_matrix_rhs, Mesh, FESolution)
from hermes1d.hermes_common.matrix import CSCMatrix, AVector
pts, orders = mesh.get_mesh_data()
m = Mesh(pts, orders)
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m,
A,
rhs,
self,
projection_type=proj_type)
coeffs = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
return FESolution(m, coeffs).to_discrete_function()
else:
raise ValueError("Unknown projection type")
def project_onto(self, mesh, proj_type="Fekete"):
"""
Projects 'self' onto the 'mesh' using the 'proj_type' projection.
proj_type == "Fekete"/"L2"/"H1"
"""
if mesh == self._mesh:
return self
if proj_type == "Fekete":
return Function(self, mesh)
elif proj_type in ["L2", "H1"]:
from hermes1d.h1d_wrapper.h1d_wrapper import \
(assemble_projection_matrix_rhs, Mesh, FESolution)
from hermes1d.hermes_common.matrix import CSCMatrix, AVector
pts, orders = mesh.get_mesh_data()
m = Mesh(pts, orders)
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, self,
projection_type=proj_type)
coeffs = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
return FESolution(m, coeffs).to_discrete_function()
else:
raise ValueError("Unknown projection type")
def calculate_FE_coeffs(self):
if self._fe_sol is None:
from hermes1d.h1d_wrapper.h1d_wrapper import \
(assemble_projection_matrix_rhs, Mesh, FESolution)
from hermes1d.hermes_common.matrix import CSCMatrix, AVector
pts, orders = self._mesh.get_mesh_data()
m = Mesh(pts, orders)
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, self,
projection_type="L2")
coeffs = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
self._fe_sol = FESolution(m, coeffs)
def calculate_FE_coeffs(self):
if self._fe_sol is None:
from hermes1d.h1d_wrapper.h1d_wrapper import \
(assemble_projection_matrix_rhs, Mesh, FESolution)
from hermes_common._hermes_common import CooMatrix
pts, orders = self._mesh.get_mesh_data()
m = Mesh(pts, orders)
n_dof = m.assign_dofs()
A = CooMatrix(n_dof)
rhs = empty(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, self,
projection_type="L2")
coeffs = solve(A.to_scipy_coo().todense(), rhs)
self._fe_sol = FESolution(m, coeffs)
def test_l2_h1_proj_run():
"""
Test that the projections run.
It doesn't test if it's correct.
"""
pts = arange(0, 2 * pi, 1)
orders = [3] * (len(pts) - 1)
m = Mesh(pts, orders)
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="L2")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_l2 = FESolution(m, x).to_discrete_function()
A = CSCMatrix(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="H1")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_h1 = FESolution(m, x).to_discrete_function()
sol_l2.plot(False)
sol_h1.plot(False)
def test_l2_h1_proj_run():
"""
Test that the projections run.
It doesn't test if it's correct.
"""
pts = arange(0, 2*pi, 1)
orders = [3]*(len(pts)-1)
m = Mesh(pts, orders)
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="L2")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_l2 = FESolution(m, x).to_discrete_function()
A = CSCMatrix(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="H1")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_h1 = FESolution(m, x).to_discrete_function()
sol_l2.plot(False)
sol_h1.plot(False)
def test_l2_h1_proj3():
"""
Tests conversion to FE basis.
"""
pts = arange(0, 2 * pi, 0.1)
orders = [2] * (len(pts) - 1)
m = Mesh(pts, orders)
f = Function(lambda x: sin(x), Mesh1D(pts, orders))
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f, projection_type="L2")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_l2 = FESolution(m, x).to_discrete_function()
A = CSCMatrix(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f, projection_type="H1")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_h1 = FESolution(m, x).to_discrete_function()
assert sol_l2 == f
assert sol_h1 == f
def test_l2_h1_proj3():
"""
Tests conversion to FE basis.
"""
pts = arange(0, 2*pi, 0.1)
orders = [2]*(len(pts)-1)
m = Mesh(pts, orders)
f = Function(lambda x: sin(x), Mesh1D(pts, orders))
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f, projection_type="L2")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_l2 = FESolution(m, x).to_discrete_function()
A = CSCMatrix(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f, projection_type="H1")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_h1 = FESolution(m, x).to_discrete_function()
assert sol_l2 == f
assert sol_h1 == f
def test_l2_h1_proj2():
"""
Tests the correctness of the projections.
"""
pts = arange(0, 2 * pi, 3)
orders = [4] * (len(pts) - 1)
m = Mesh(pts, orders)
pts = array(list(arange(0, pts[-1], 0.1)) + [pts[-1]])
orders = [6] * (len(pts) - 1)
f_exact = Function(lambda x: sin(x), Mesh1D(pts, orders))
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="L2")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_l2 = FESolution(m, x).to_discrete_function()
A = CSCMatrix(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="H1")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_h1 = FESolution(m, x).to_discrete_function()
assert (sol_l2 - f_exact).l2_norm() < 0.002
assert (sol_h1 - f_exact).l2_norm() < 0.002
def test_l2_h1_proj2():
"""
Tests the correctness of the projections.
"""
pts = arange(0, 2*pi, 3)
orders = [4]*(len(pts)-1)
m = Mesh(pts, orders)
pts = array(list(arange(0, pts[-1], 0.1)) + [pts[-1]])
orders = [6]*(len(pts)-1)
f_exact = Function(lambda x: sin(x), Mesh1D(pts, orders))
n_dof = m.assign_dofs()
A = CSCMatrix(n_dof)
rhs = AVector(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="L2")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_l2 = FESolution(m, x).to_discrete_function()
A = CSCMatrix(n_dof)
assemble_projection_matrix_rhs(m, A, rhs, f_sin, projection_type="H1")
x = solve(A.to_scipy_csc().todense(), rhs.to_numpy())
sol_h1 = FESolution(m, x).to_discrete_function()
assert (sol_l2 - f_exact).l2_norm() < 0.002
assert (sol_h1 - f_exact).l2_norm() < 0.002