Γ-convergence
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In the field of
mathematical analysis Analysis is the branch of mathematics dealing with continuous functions, limit (mathematics), limits, and related theories, such as Derivative, differentiation, Integral, integration, measure (mathematics), measure, infinite sequences, series (m ...
for the
calculus of variations The calculus of variations (or Variational Calculus) is a field of mathematical analysis that uses variations, which are small changes in functions and functionals, to find maxima and minima of functionals: mappings from a set of functions t ...
, Γ-convergence (Gamma-convergence) is a notion of convergence for functionals. It was introduced by Ennio de Giorgi.


Definition

Let X be a
topological space In mathematics, a topological space is, roughly speaking, a geometrical space in which closeness is defined but cannot necessarily be measured by a numeric distance. More specifically, a topological space is a set whose elements are called po ...
and \mathcal(x) denote the set of all neighbourhoods of the point x\in X. Let further F_n:X\to\overline be a sequence of functionals on X. The \Gamma\text and the \Gamma\text are defined as follows: :\Gamma\text\liminf_ F_n(x)=\sup_\liminf_\inf_F_n(y), :\Gamma\text\limsup_ F_n(x)=\sup_\limsup_\inf_F_n(y). F_n are said to \Gamma-converge to F, if there exist a functional F such that \Gamma\text\liminf_ F_n=\Gamma\text\limsup_ F_n=F.


Definition in first-countable spaces

In
first-countable space In topology, a branch of mathematics, a first-countable space is a topological space satisfying the "first axiom of countability". Specifically, a space X is said to be first-countable if each point has a countable neighbourhood basis (local base ...
s, the above definition can be characterized in terms of sequential \Gamma-convergence in the following way. Let X be a
first-countable space In topology, a branch of mathematics, a first-countable space is a topological space satisfying the "first axiom of countability". Specifically, a space X is said to be first-countable if each point has a countable neighbourhood basis (local base ...
and F_n:X\to\overline a sequence of functionals on X. Then F_n are said to \Gamma-converge to the \Gamma-limit F:X\to\overline if the following two conditions hold: * Lower bound inequality: For every sequence x_n\in X such that x_n\to x as n\to+\infty, : F(x)\le\liminf_ F_n(x_n). * Upper bound inequality: For every x\in X, there is a sequence x_n converging to x such that : F(x)\ge\limsup_ F_n(x_n) The first condition means that F provides an asymptotic common lower bound for the F_n. The second condition means that this lower bound is optimal.


Relation to Kuratowski convergence

\Gamma-convergence is connected to the notion of Kuratowski-convergence of sets. Let \text (F) denote the epigraph of a function F and let F_n:X\to\overline be a sequence of functionals on X. Then : \text ( \Gamma\text\liminf_ F_n ) = \text\text\limsup_ \text(F_n), : \text ( \Gamma\text\limsup_ F_n ) = \text\text\liminf_ \text(F_n), where \text\liminf denotes the Kuratowski limes inferior and \text\limsup the Kuratowski limes superior in the product topology of X\times \mathbb. In particular, (F_n)_n \Gamma-converges to F in X if and only if (\text(F_n))_n \text-converges to \text(F) in X\times\mathbb R. This is the reason why \Gamma-convergence is sometimes called
epi-convergence In mathematical analysis, epi-convergence is a type of convergence for real-valued and extended real-valued functions. Epi-convergence is important because it is the appropriate notion of convergence with which to approximate minimization probl ...
.


Properties

* Minimizers converge to minimizers: If F_n \Gamma-converge to F, and x_n is a minimizer for F_n, then every cluster point of the sequence x_n is a minimizer of F. * \Gamma-limits are always
lower semicontinuous In mathematical analysis, semicontinuity (or semi-continuity) is a property of extended real-valued functions that is weaker than continuity. An extended real-valued function f is upper (respectively, lower) semicontinuous at a point x_0 if, rou ...
. * \Gamma-convergence is stable under continuous perturbations: If F_n \Gamma-converges to F and G:X\to 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

* Elasticity (physics)">elasticity theory.


See also

* Mosco convergence * Kuratowski convergence">Mosco convergence">Elasticity (physics)">elasticity theory.


See also

* Mosco convergence * Kuratowski convergence * Epi-convergence


References

* A. Braides: ''Γ-convergence for beginners''. Oxford University Press, 2002. * G. Dal Maso: ''An introduction to Γ-convergence''. Birkhäuser, Basel 1993. Calculus of variations Variational analysis Convergence (mathematics) {{Mathanalysis-stub