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helmholtz_problem_engine.py
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Wed, May 1, 11:48
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R6746 RationalROMPy
helmholtz_problem_engine.py
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# Copyright (C) 2018 by the RROMPy authors
#
# This file is part of RROMPy.
#
# RROMPy is free software: you can redistribute it and/or modify
# it under the terms of the GNU Lesser General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# RROMPy is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Lesser General Public License for more details.
#
# You should have received a copy of the GNU Lesser General Public License
# along with RROMPy. If not, see <http://www.gnu.org/licenses/>.
#
import
numpy
as
np
import
scipy.sparse
as
scsp
import
fenics
as
fen
from
.laplace_base_problem_engine
import
LaplaceBaseProblemEngine
from
rrompy.utilities.base.types
import
ScOp
from
rrompy.utilities.fenics
import
fenZERO
,
fenONE
from
rrompy.utilities.base
import
verbosityDepth
__all__
=
[
'HelmholtzProblemEngine'
]
class
HelmholtzProblemEngine
(
LaplaceBaseProblemEngine
):
"""
Solver for generic Helmholtz problems with parametric wavenumber.
- \nabla \cdot (a \nabla u) - omega^2 * n**2 * u = f in \Omega
u = u0 on \Gamma_D
\partial_nu = g1 on \Gamma_N
\partial_nu + h u = g2 on \Gamma_R
Attributes:
verbosity: Verbosity level.
BCManager: Boundary condition manager.
V: Real FE space.
u: Generic trial functions for variational form evaluation.
v: Generic test functions for variational form evaluation.
As: Scipy sparse array representation (in CSC format) of As.
bs: Numpy array representation of bs.
bsH: Numpy array representation of homogeneized bs.
energyNormMatrix: Scipy sparse matrix representing inner product over
V.
bsmu: Mu value of last bs evaluation.
liftDirichletDatamu: Mu value of last Dirichlet datum evaluation.
liftedDirichletDatum: Dofs of Dirichlet datum lifting.
mu0BC: Mu value of last Dirichlet datum lifting.
degree_threshold: Threshold for ufl expression interpolation degree.
omega: Value of omega.
diffusivity: Value of a.
refractionIndex: Value of n.
forcingTerm: Value of f.
DirichletDatum: Value of u0.
NeumannDatum: Value of g1.
RobinDatumG: Value of g2.
RobinDatumH: Value of h.
DirichletBoundary: Function handle to \Gamma_D.
NeumannBoundary: Function handle to \Gamma_N.
RobinBoundary: Function handle to \Gamma_R.
ds: Boundary measure 2-tuple (resp. for Neumann and Robin boundaries).
A0: Scipy sparse array representation (in CSC format) of A0.
A1: Scipy sparse array representation (in CSC format) of A1.
b0: Numpy array representation of b0.
dsToBeSet: Whether ds needs to be set.
"""
nAs
=
2
rescalingExp
=
2.
def
__init__
(
self
,
degree_threshold
:
int
=
np
.
inf
,
verbosity
:
int
=
10
,
timestamp
:
bool
=
True
):
super
()
.
__init__
(
degree_threshold
=
degree_threshold
,
verbosity
=
verbosity
,
timestamp
=
timestamp
)
self
.
omega
=
1.
self
.
refractionIndex
=
fenONE
@property
def
refractionIndex
(
self
):
"""Value of n."""
return
self
.
_refractionIndex
@refractionIndex.setter
def
refractionIndex
(
self
,
refractionIndex
):
self
.
resetAs
()
if
not
isinstance
(
refractionIndex
,
(
list
,
tuple
,)):
refractionIndex
=
[
refractionIndex
,
fenZERO
]
self
.
_refractionIndex
=
refractionIndex
def
A
(
self
,
mu
:
complex
,
der
:
int
=
0
)
->
ScOp
:
"""Assemble (derivative of) operator of linear system."""
Anull
=
self
.
checkAInBounds
(
der
)
if
Anull
is
not
None
:
return
Anull
self
.
autoSetDS
()
if
der
<=
0
and
self
.
As
[
0
]
is
None
:
if
self
.
verbosity
>=
20
:
verbosityDepth
(
"INIT"
,
"Assembling operator term A0."
,
timestamp
=
self
.
timestamp
)
DirichletBC0
=
fen
.
DirichletBC
(
self
.
V
,
fenZERO
,
self
.
DirichletBoundary
)
aRe
,
aIm
=
self
.
diffusivity
hRe
,
hIm
=
self
.
RobinDatumH
termNames
=
[
"diffusivity"
,
"RobinDatumH"
]
parsRe
=
self
.
iterReduceQuadratureDegree
(
zip
(
[
aRe
,
hRe
],
[
x
+
"Real"
for
x
in
termNames
]))
parsIm
=
self
.
iterReduceQuadratureDegree
(
zip
(
[
aIm
,
hIm
],
[
x
+
"Imag"
for
x
in
termNames
]))
a0Re
=
(
aRe
*
fen
.
dot
(
fen
.
grad
(
self
.
u
),
fen
.
grad
(
self
.
v
))
*
fen
.
dx
+
hRe
*
fen
.
dot
(
self
.
u
,
self
.
v
)
*
self
.
ds
(
1
))
a0Im
=
(
aIm
*
fen
.
dot
(
fen
.
grad
(
self
.
u
),
fen
.
grad
(
self
.
v
))
*
fen
.
dx
+
hIm
*
fen
.
dot
(
self
.
u
,
self
.
v
)
*
self
.
ds
(
1
))
A0Re
=
fen
.
assemble
(
a0Re
,
form_compiler_parameters
=
parsRe
)
A0Im
=
fen
.
assemble
(
a0Im
,
form_compiler_parameters
=
parsIm
)
DirichletBC0
.
apply
(
A0Re
)
DirichletBC0
.
zero
(
A0Im
)
A0ReMat
=
fen
.
as_backend_type
(
A0Re
)
.
mat
()
A0ImMat
=
fen
.
as_backend_type
(
A0Im
)
.
mat
()
A0Rer
,
A0Rec
,
A0Rev
=
A0ReMat
.
getValuesCSR
()
A0Imr
,
A0Imc
,
A0Imv
=
A0ImMat
.
getValuesCSR
()
self
.
As
[
0
]
=
(
scsp
.
csr_matrix
((
A0Rev
,
A0Rec
,
A0Rer
),
shape
=
A0ReMat
.
size
)
+
1.j
*
scsp
.
csr_matrix
((
A0Imv
,
A0Imc
,
A0Imr
),
shape
=
A0ImMat
.
size
))
if
self
.
verbosity
>=
20
:
verbosityDepth
(
"DEL"
,
"Done assembling operator term."
,
timestamp
=
self
.
timestamp
)
if
der
<=
1
and
self
.
As
[
1
]
is
None
:
if
self
.
verbosity
>=
20
:
verbosityDepth
(
"INIT"
,
"Assembling operator term A1."
,
timestamp
=
self
.
timestamp
)
DirichletBC0
=
fen
.
DirichletBC
(
self
.
V
,
fenZERO
,
self
.
DirichletBoundary
)
nRe
,
nIm
=
self
.
refractionIndex
n2Re
,
n2Im
=
nRe
*
nRe
-
nIm
*
nIm
,
2
*
nRe
*
nIm
parsRe
=
self
.
iterReduceQuadratureDegree
(
zip
([
n2Re
],
[
"refractionIndexSquaredReal"
]))
parsIm
=
self
.
iterReduceQuadratureDegree
(
zip
([
n2Im
],
[
"refractionIndexSquaredImag"
]))
a1Re
=
-
n2Re
*
fen
.
dot
(
self
.
u
,
self
.
v
)
*
fen
.
dx
a1Im
=
-
n2Im
*
fen
.
dot
(
self
.
u
,
self
.
v
)
*
fen
.
dx
A1Re
=
fen
.
assemble
(
a1Re
,
form_compiler_parameters
=
parsRe
)
A1Im
=
fen
.
assemble
(
a1Im
,
form_compiler_parameters
=
parsIm
)
DirichletBC0
.
zero
(
A1Re
)
DirichletBC0
.
zero
(
A1Im
)
A1ReMat
=
fen
.
as_backend_type
(
A1Re
)
.
mat
()
A1ImMat
=
fen
.
as_backend_type
(
A1Im
)
.
mat
()
A1Rer
,
A1Rec
,
A1Rev
=
A1ReMat
.
getValuesCSR
()
A1Imr
,
A1Imc
,
A1Imv
=
A1ImMat
.
getValuesCSR
()
self
.
As
[
1
]
=
(
scsp
.
csr_matrix
((
A1Rev
,
A1Rec
,
A1Rer
),
shape
=
A1ReMat
.
size
)
+
1.j
*
scsp
.
csr_matrix
((
A1Imv
,
A1Imc
,
A1Imr
),
shape
=
A1ImMat
.
size
))
if
self
.
verbosity
>=
20
:
verbosityDepth
(
"DEL"
,
"Done assembling operator term."
,
timestamp
=
self
.
timestamp
)
if
der
==
0
:
return
self
.
As
[
0
]
+
mu
**
2
*
self
.
As
[
1
]
return
self
.
As
[
1
]
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