Γ-convergence explained
In the field of mathematical analysis for the calculus of variations, Γ-convergence (Gamma-convergence) is a notion of convergence for functionals. It was introduced by Ennio De Giorgi.
Definition
Let
be a
topological space and
denote the set of all neighbourhoods of the point
. Let further
} be a sequence of functionals on
. The Γ-lower limit and the Γ-upper limit are defined as follows:
\Gamma-\liminfn\toinftyFn(x)=\sup
(x)}\liminfn\toinfty
Fn(y),
\Gamma-\limsupn\toinftyFn(x)=\sup
(x)}\limsupn\toinfty
Fn(y)
.
are said to
-converge to
, if there exist a functional
such that
\Gamma-\liminfn\toinftyFn=\Gamma-\limsupn\toinftyFn=F
.
Definition in first-countable spaces
In first-countable spaces, the above definition can be characterized in terms of sequential
-convergence in the following way.Let
be a
first-countable space and
} a sequence of functionals on
. Then
are said to
-converge to the
-limit
} if the following two conditions hold:
- Lower bound inequality: For every sequence
such that
as
,
F(x)\le\liminfn\toinftyFn(xn).
- Upper bound inequality: For every
, there is a sequence
converging to
such that
F(x)\ge\limsupn\toinftyFn(xn)
The first condition means that
provides an asymptotic common lower bound for the
. The second condition means that this lower bound is optimal.
Relation to Kuratowski convergence
-convergence is connected to the notion of
Kuratowski-convergence of sets. Let
denote the
epigraph of a function
and let
} be a sequence of functionals on
. Then
epi(\Gamma-\liminfn\toinftyFn)=K-\limsupn\toinftyepi(Fn),
epi(\Gamma-\limsupn\toinftyFn)=K-\liminfn\toinftyepi(Fn),
where
denotes the Kuratowski limes inferior and
the Kuratowski limes superior in the product topology of
. In particular,
-converges to
in
if and only if
-converges to
in
. This is the reason why
-convergence is sometimes called
epi-convergence.
Properties
- Minimizers converge to minimizers: If
-converge to
, and
is a minimizer for
, then every cluster point of the sequence
is a minimizer of
.
-limits are always
lower semicontinuous.
-convergence is stable under continuous perturbations: If
-converges to
and
is continuous, then
will
-converge to
.
- A constant sequence of functionals
does not necessarily
-converge to
, but to the
relaxation of
, the largest lower semicontinuous functional below
.
Applications
An important use for
-convergence is in
homogenization theory. It can also be used to rigorously justify the passage from discrete to continuum theories for materials, for example, in
elasticity theory.
See also
References
- A. Braides: Γ-convergence for beginners. Oxford University Press, 2002.
- G. Dal Maso: An introduction to Γ-convergence. Birkhäuser, Basel 1993.