Commit 5e589040 authored by Stephan Rave's avatar Stephan Rave
Browse files

[doc] document StationaryModel.deaffinize

parent 86b09c8a
Pipeline #102068 passed with stages
in 37 minutes and 30 seconds
......@@ -147,6 +147,47 @@ class StationaryModel(Model):
return gradients
def deaffinize(self, arg):
"""Build |Model| with linear solution space.
For many |Models| the solution manifold is contained in an
affine subspace of the :attr:`~pymor.models.interface.Model.solution_space`,
e.g. the affine space of functions with certain fixed boundary values.
Most MOR techniques, however, construct linear approximation spaces, which
are not fully contained in this affine subspace, even if these spaces are
created using snapshot vectors from the subspace. Depending on the
FOM, neglecting the affine structure of the solution space may lead to bad
approximations or even an ill-posed ROM. A standard approach to circumvent
this issue is to replace the FOM with an equivalent |Model| with linear
solution space. This method can be used to obtain such a |Model|.
Given a vector `u_0` from the affine solution space, the returned
:class:`StationaryModel` is equivalent to solving::
L(u(μ) + u_0, μ) = F(μ)
When :attr:`~StationaryModel.operator` is linear, the affine shift is
moved to the right-hand side to obtain::
L(u(μ), μ) = F(μ) - L(u_0, μ)
Solutions of the original |Model| can be obtained by adding `u_0` to the
solutions of the deaffinized |Model|.
The :attr:`~StationaryModel.output_functional` is adapted accordingly to
yield the same output for given |parameter values|.
Either a |VectorArray| of length 1 containing the vector `u_0`.
Alternatively, |parameter values| can be provided, for which the
model is :meth:`solved <pymor.models.interface.Model.solve>` to
obtain `u_0`.
The deaffinized |Model|.
if not isinstance(arg, VectorArray):
mu = self.parameters.parse(arg)
arg = self.solve(mu)
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