Partial differential equations Generalized solutions and function spaces Theorem
Lax–Milgram theorem
Builds on Hilbert spaceBilinear formCoercive bilinear formContinuous dual spaceRiesz representation theoremWeak solutionSobolev spacePoincaré inequality
Statement
Let be a real Hilbert space with norm . Let be a bilinear form with these two properties:
- is bounded: there is with for all .
- is coercive: there is with for all .
Then for every bounded linear functional on , an element of the continuous dual space , there is a unique such that Moreover .
Remarks
The form need not be symmetric. By the Riesz representation theorem, there are a bounded linear operator on with and an element with . Coercivity gives , so is injective with closed range. If is orthogonal to the range, then , so ; hence is onto and . The bound follows from . When is symmetric, the theorem is the Riesz representation theorem for the inner product .
Example: let be a bounded open set and . On , the Sobolev space, take and . The Poincaré inequality shows that is coercive, so there is a unique weak solution of with on .
Coercivity cannot be dropped. On , let be the right shift and , which is bounded. For , a solution would satisfy , which is impossible since the first coordinate of is .
Going deeper
For a student
This is the standard existence theorem for weak solutions of linear elliptic equations in divergence form. One checks boundedness from bounds on the coefficients and coercivity from uniform ellipticity together with the Poincaré inequality, possibly after adding a multiple of to the equation. The proof is also the basis of finite element error analysis. Restricting the problem to a finite-dimensional subspace gives the Galerkin approximation, and the constants and control its error. The Babuška version replaces coercivity by an inf-sup condition and allows different trial and test spaces.
Reading path
To understand this page from the ground up, read these 95 pages in order. The foundations come first.
- Bilinear form concept
- Closed set concept
- Coercive bilinear form concept
- Compact operator concept
- Continuous dual space concept
- Convex set concept
- Element definition
- Extended real number line object
- Hilbert space concept
- Hölder continuity concept
- Inequality of arithmetic and geometric means statement
- Linear form concept
- Lp space concept
- Orthogonal complement concept
- Proposition concept
- Real numbers object
- Set bounded above definition
- Sobolev space concept
- Uniform metric on bounded functions example
- Vector space definition
- Weak derivative concept
- Weak solution concept
- Set definition
- Young's inequality for products statement
- Sobolev embedding theorem statement
- Conjunction definition
- Disjunction definition
- Implication definition
- Predicate definition
- Supremum definition
- Inner product definition
- Linear map definition
- Linear subspace definition
- Norm definition
- Empty set object
- Family of sets definition
- Ordered pair definition
- Hölder's inequality statement
- Intersection definition
- Union definition
- Existential quantifier definition
- Universal quantifier definition
- Inner product space definition
- Orthogonal vectors definition
- Endomorphism definition
- Linear form definition
- Sum of subspaces definition
- Cartesian product definition
- Union of a family of sets definition
- Subset definition
- Uniqueness quantifier definition
- Norm induced by an inner product definition
- Orthogonal complement definition
- Riesz representation theorem in finite dimensions statement
- Sobolev inequality statement
- Direct sum of subspaces definition
- Binary relation definition
- Topological space definition
- Parallelogram law statement
- A space is the direct sum of a subspace and its orthogonal complement statement
- Projection definition
- Sequential compactness definition
- Function definition
- Subspace topology definition
- Orthogonal projection definition
- Preimage of a set definition
- Restriction of a function definition
- Orthogonal projection is the closest point statement
- Metric space definition
- Subspace metric definition
- Convergence of a sequence in a metric space definition
- Open ball definition
- Hilbert projection theorem statement
- Diameter of a set definition
- Metric topology definition
- Epsilon characterisation of Cauchy sequences statement
- Totally bounded set definition
- Riesz representation theorem statement
- Open set definition
- Complete metric space definition
- Open cover definition
- Open sets characterised by neighbourhoods statement
- Open sets of a metric space statement
- Compact space definition
- Continuity at a point of a topological space definition
- Compact set definition
- Lebesgue number lemma statement
- Epsilon-delta continuity in metric spaces statement
- Compactness and sequential compactness agree in metric spaces statement
- Equicontinuity definition
- Compact iff complete and totally bounded statement
- Arzelà–Ascoli theorem statement
- Rellich–Kondrachov theorem statement
- Poincaré inequality statement
- Lax–Milgram theorem statement
Where this leads
1 page builds on this one.
Further reading
About this page
| Tag | 85KK79FCN5 |
|---|---|
| URI | m2://85KK79FCN5 |
| Kind | statement, theorem |
| Writing | W0 stub |
| MSC | 35A15, 47A07, 35J20 |
| Status | This copy of the site has no build data. Run m2 status 85KK79FCN5. |
| About | Coercive bilinear form |
| Uses | Hilbert space, Bilinear form, Coercive bilinear form, Continuous dual space, Riesz representation theorem, Weak solution, Sobolev space, Poincaré inequality |
| Changed | 2 November 2026 |
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