Calculus of variations and optimal control; optimization Variational inequalities Theorem
Lions–Stampacchia theorem
Builds on Hilbert spaceCoercive bilinear formConvex setClosed setContinuous dual space
Statement
Let be a real Hilbert space and let be a nonempty closed convex set. Let be a bounded coercive bilinear form, not necessarily symmetric: there are constants with and for all . Let be an element of the continuous dual space . Then there is exactly one such that If moreover is symmetric, then is the unique minimizer over of the function .
Remarks
By the Riesz representation theorem there are a bounded linear operator on and a vector with and . The inequality then says that for any , where is the projection onto given by the Hilbert projection theorem. For the map is a contraction of , so the Banach fixed-point theorem gives existence and uniqueness. Uniqueness also follows directly: if are two solutions, adding the two inequalities gives , hence .
For the inequality becomes the equation for all , and the theorem reduces to the Lax–Milgram theorem. Example: the obstacle problem. Let be bounded and open, , , and for an obstacle such that is nonempty. The theorem gives a unique that minimizes the Dirichlet energy among functions lying above . Coercivity cannot be dropped: for , , and , the inequality for all has no solution.
Going deeper
For a student
This is the basic existence theorem for variational inequalities and the constrained version of the Lax–Milgram theorem. In the symmetric case it is a statement about minimizing a strictly convex quadratic function over a closed convex set. The nonsymmetric case needs the fixed-point argument, since no energy is available. It applies to obstacle problems, to contact problems in elasticity such as the Signorini problem, and, after a change of unknown, to some free boundary problems.
Reading path
To understand this page from the ground up, read these 6 pages in order. The foundations come first.
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- no evidence level
- Closed set concept
- Coercive bilinear form concept
- Continuous dual space concept
- Convex set concept
- Hilbert space concept
- Lions–Stampacchia theorem statement
Where this leads
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Further reading
About this page
| Tag | H80M01T0H8 |
|---|---|
| URI | m2://H80M01T0H8 |
| Kind | statement, theorem |
| Writing | W0 stub |
| MSC | 49J40, 47J20, 35J86 |
| Status | This copy of the site has no build data. Run m2 status H80M01T0H8. |
| About | Variational inequality |
| Uses | Hilbert space, Coercive bilinear form, Convex set, Closed set, Continuous dual space |
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