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Stampacchia's variational inequality
Statement
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let be a real Hilbert space (Hilbert space), let be nonempty, closed and convex, let be a bounded coercive bilinear form with constants (Bounded, coercive and symmetric sesquilinear forms; no symmetry is assumed), and let be a bounded linear functional. Then there is exactly one with
Facts & Assumptions
Given: A real Hilbert space with inner product linear in the first argument, a nonempty closed convex , a bilinear form bounded by and coercive with constant , and a bounded linear functional , with Countable Choice available.
The Axiom of Countable Choice (): Countable Choice, consumed through the Riesz representation theorem and the projection theorem.
Riesz representation for Hilbert spaces: there is a unique with for every .
A bounded form is represented by a unique bounded operator: there is a unique bounded linear operator with for all and ; coercivity is equivalent to for every .
Bounded, coercive and symmetric sesquilinear forms, Real and complex inner-product spaces and their induced length: and , and on a real inner product space .
Projection onto a nonempty closed convex set, The metric projection onto a closed convex set is nonexpansive: the metric projection is well defined and -Lipschitz on .
Closed subspaces of complete metric spaces are complete; the converse under countable choice, Complete metric space: every Cauchy sequence converges in the space, Metric space: iff , symmetry, and the triangle inequality; pseudometric and ultrametric: a closed subset of a complete metric space is complete for the subspace metric; a Hilbert space is complete for its metric.
A contraction of a nonempty complete metric space into itself has exactly one fixed point, the limit of the iterates from any starting point, Lipschitz map, -Hölder map for rational , and contraction: a contraction of a nonempty complete metric space has exactly one fixed point.
The projection onto a closed convex set is characterised by a variational inequality: for one has if and only if for every .
A bounded linear operator between normed spaces: a bounded linear operator is continuous and for every .
Bounded, coercive and symmetric sesquilinear forms: in the real convention, boundedness and coercivity are defined by their inequalities without requiring symmetry; symmetry is an additional property.
Proof
Given: A real Hilbert space , a nonempty closed convex , a bounded coercive bilinear form with constants , a bounded linear functional , and Countable Choice.
By [F1] fix with for all ; by [F2] fix with , and for all . The real bilinear form need not be symmetric by [F9].
If , then and is the unique solution, since . Otherwise choose ; boundedness and coercivity give , so . Choose and , which satisfies and . For the expansion of [F3] together with and [F2, F8] gives . Hence the map satisfies for all by the nonexpansiveness of [F4], that is, is a contraction of with constant [F6].
The set is a nonempty closed subset of the complete metric space , hence complete for the subspace metric [F5]; the contraction of step 2.1 therefore has exactly one fixed point by [F6], that is, .
For , the fixed point equation is equivalent, by [F7] applied with , to for every , that is, to for every ; since this is equivalent to , hence to for every by step 1.1.
(Uniqueness and conclusion) Let both satisfy the variational inequality. Testing the inequality for at and the inequality for at and adding gives ; bilinearity turns the left-hand side into , so , and coercivity gives , hence . The zero-dimensional case was settled in step 2.1; in the remaining case steps 3.1 and 4.1 exhibit the unique fixed point which solves the inequality, and the uniqueness argument just given makes it the only solution. This proves the statement, Countable Choice having entered only through [F1] and [F4] [A1].
Depends on
- Bounded, coercive and symmetric sesquilinear forms
- A bounded linear operator between normed spaces
- Complete metric space: every Cauchy sequence converges in the space
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
- Hilbert space
- Lipschitz map, $\alpha$-Hölder map for rational $0 < \alpha \le 1$, and contraction
- Metric space: $d(x,y) = 0$ iff $x = y$, symmetry, and the triangle inequality; pseudometric and ultrametric
- Real and complex inner-product spaces and their induced length
- A bounded form is represented by a unique bounded operator
- The projection onto a closed convex set is characterised by a variational inequality
- The metric projection onto a closed convex set is nonexpansive
- A contraction of a nonempty complete metric space into itself has exactly one fixed point, the limit of the iterates from any starting point
- Closed subspaces of complete metric spaces are complete; the converse under countable choice
- Projection onto a nonempty closed convex set
- Riesz representation for Hilbert spaces
Used by
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Sources
- J. T. Oden and N. Kikuchi, Theory of variational inequalities with applications to problems of flow through porous media, International Journal of Engineering Science 18 (1980), 1173-1284 (standard reference, not scraped)
- Nguyen Dong Yen and Bui Trong Kim, Linear operators satisfying the assumptions of some generalized Lax-Milgram theorems, Acta Mathematica Vietnamica 26(3) (2001), 407-417 (standard reference, not scraped)
- Anna Nagurney, Variational Inequalities, University of Massachusetts Amherst lecture notes (2002) (standard reference, not scraped)